diff --git a/Cargo.lock b/Cargo.lock
index 6da794c40..901203990 100644
--- a/Cargo.lock
+++ b/Cargo.lock
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 ]
 
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diff --git a/Cargo.toml b/Cargo.toml
index c5207e55e..eb4cc2e7d 100644
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 # Comment out the below lines if you plan to use a debugger.
diff --git a/ripper/.gitignore b/ripper/.gitignore
new file mode 100644
index 000000000..ea8c4bf7f
--- /dev/null
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index 000000000..01e2727a4
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diff --git a/ripper/Cargo.toml b/ripper/Cargo.toml
new file mode 100644
index 000000000..8b40c751c
--- /dev/null
+++ b/ripper/Cargo.toml
@@ -0,0 +1,22 @@
+[package]
+name = "ripper"
+version = "0.1.0"
+edition = "2024"
+
+[dependencies]
+clap = { version = "4.5.4", features = ["derive"] }
+harper-core = { path = "../harper-core", version = "0.61.0", features = ["concurrent"] }
+harper-brill = { path = "../harper-brill", version = "0.61.0" }
+rand = { version = "0.9.2", features = ["small_rng"] }
+rayon = "1.10.0"
+serde = { version = "1.0.219", features = ["derive"] }
+serde_json = "1.0.142"
+smallvec = "1.15.1"
+strum = "0.27.2"
+
+[profile.release]
+opt-level = 3
+lto = "fat"
+codegen-units = 1
+panic = "abort"
+strip = true
diff --git a/ripper/clean.txt b/ripper/clean.txt
new file mode 100644
index 000000000..1a9f30a43
--- /dev/null
+++ b/ripper/clean.txt
@@ -0,0 +1,253 @@
+I ate way too much pizza last night.
+She runs too fast for me to catch up.
+This shirt is too big for me.
+He was too tired to continue.
+The movie was too long and boring.
+It’s too hot outside to go for a walk.
+They were talking too loudly in the library.
+This problem is too complicated for beginners.
+She’s too busy to answer her phone.
+The bag is too heavy for me to lift.
+I want to go shopping, but it's too late now.
+She was too tired to finish her homework.
+The soup is too hot to eat right now.
+You're standing too close to the fire.
+He runs too fast for me to keep up.
+That joke was too funny to ignore.
+The music is too loud in this room.
+She was dressed too nicely for the occasion.
+It's too bad you missed the concert.
+He’s too young to drive a car.
+The bag is too heavy for me to carry.
+You’re talking too much during the movie.
+It’s too cold outside for a picnic.
+He was driving too quickly down the street.
+She’s too busy to answer the phone right now.
+The cake is too sweet for my taste.
+I ate too many cookies after dinner.
+That shirt is too small for you.
+You’re being too hard on yourself.
+The movie was too long and boring.
+I am too hungry.
+The coffee is too hot to drink.
+The music was too loud, making it hard to hear.
+He's too shy to speak in public.
+The cake is too sweet for my taste.
+It's too expensive for me to buy right now.
+She worked too hard and ended up getting sick.
+The instructions were too complicated to understand.
+I like apples, and my brother does too.
+She's coming to the party, and he is too.
+I want to go to the beach, and you do too?
+He's a talented musician, and a great friend too.
+The movie was good, and the popcorn was delicious too.
+The problem is too difficult, and the deadline is too close.
+He's too good at the game, and he's too nice to win.
+Just be prepared to occasionally troubleshoot the debugger itself.
+You're 7 years too late
+The project scope is too ambitious
+He goes too far with bets.
+Its speed, flexibility, and seamless integration with FZF make it a compelling alternative to traditional fuzzy finding solutions.
+It's not too easy, is it?
+Soundscapes are not merely environmental features; they are integral to human identity and cultural expression.
+Its speed, flexibility, and seamless integration with FZF make it a compelling alternative to traditional fuzzy finding solutions.
+The cat jumped onto the couch and fell asleep.  
+I bought a new book yesterday.  
+The teacher asked the class to hand in the homework.  
+The sun was shining brightly over the city.  
+We went to the park after dinner.  
+She poured a glass of water for me.  
+The car stopped suddenly in the middle of the road.  
+The dog barked at a stranger outside.  
+I forgot the password again.  
+They traveled across the ocean in a small boat.  
+The bird flew out of the cage when the door opened.  
+The man standing at the corner looked suspicious.  
+The child dropped the toy on the floor.  
+The rain started falling just as the game began.  
+The house smelled like fresh paint.  
+The train arrived at the station late.  
+The friends gathered around the fire to keep warm.  
+The book sat untouched on the shelf for years.  
+The wind rattled the window all night long.  
+The doctor prescribed medicine for the cough.  
+The girl wore a red dress to the party.  
+The worker left the tools on the table.  
+The phone rang loudly during the meeting.  
+The snow covered the mountains by morning.  
+The river overflowed after the storm.  
+The artist displayed a painting in the gallery.  
+The student missed the bus to school.  
+The baby cried until the mother came.  
+The letter arrived without a stamp.  
+The bread burned in the oven.  
+I can’t figure out how to fix this.
+She asked how to get home before dusk.
+Please show me how to configure the router.
+Explain how to enable verbose logging in production.
+Do you remember how to calculate compound interest?
+We must decide how to allocate scarce bandwidth.
+He demonstrated how to bake sourdough with a stiff levain.
+Clarify how to deploy the service on Kubernetes.
+Remind me how to change my billing address in the portal.
+The brief outlines how to submit a compliant proposal.
+The nurse explained how to taper the dosage safely.
+Tell me how to pronounce “schadenfreude”.
+Here’s how to replicate the experiment precisely.
+Outline how to escalate a Sev1 incident.
+The mentor taught her how to write idempotent handlers.
+Let’s review how to troubleshoot kernel panics.
+The SOP describes how to sanitize the fermenter.
+Can you recall how to resolve a merge conflict in Git?
+Please demonstrate how to calibrate the torque wrench.
+The guide illustrates how to harden the container image.
+We’re uncertain how to remediate the CVE quickly.
+He forgot how to conjugate the verb under stress.
+Map out how to integrate this OAuth flow.
+Practice how to deliver the keynote without slides.
+She’s unsure how to proceed given the constraints.
+The meeting ran long, and the clients grew impatient.
+I called the restaurant, but nobody answered the phone.
+You can finish the slide deck, or you can push the deadline.
+He wanted to go hiking, yet the forecast promised heavy rain.
+We missed the exit, so we had to circle back.
+She studied all night, for she feared the exam would be brutal.
+The device keeps overheating, and the battery drains within minutes.
+I washed the car, but the dust storm returned by noon.
+They opened a second store, so the weekend shift needs more staff.
+The software compiled successfully, yet the app crashed on launch.
+He promised to call, or he will send a text instead.
+We upgraded the servers, for the traffic spikes were overwhelming.
+She finished the chapter, and she closed the book with relief.
+The cat darted under the couch, so the dog lost interest.
+I could join the early flight, or I could take the train tomorrow.
+Our neighbors moved out, yet the street stays noisy every night.
+He filed the report on time, but the figures were still wrong.
+The lamp flickered, and the room went dark.
+The door was unlocked, so anyone could have walked in.
+They offered a refund, for the package arrived a week late.
+The keynote started late, and the livestream crashed immediately.
+I reviewed your pull request, but the failing tests still block the merge.
+The sourdough rose overnight, yet the crust stayed disappointingly pale.
+She booked the venue, so we finalized the invitations.
+The forecast promised sun, yet hail hammered the valley by noon.
+He saved the draft, or he risked losing an hour of work.
+The server rebooted, and every session expired at once.
+The rug looked antique, but the dye bled under a damp cloth.
+I can lead the meeting, or you can take point this time.
+We missed the turn, for the signage was hidden behind ivy.
+The editor flagged a cliché, so I rewrote the paragraph.
+The engine sputtered, and the dashboard lit up like a runway.
+She set three alarms, yet she overslept again.
+The gallery extended hours, so attendance increased by twenty percent.
+He didn’t read the brief, nor did he consult the timeline.
+The chef plated beautifully, but the sauce overwhelmed the fish.
+The new tariff will affect import prices next quarter.
+Prolonged droughts severely affect crop yields across the valley.
+Caffeine can affect your sleep architecture.
+The firmware bug doesn't affect older devices.
+Her sarcasm seemed to affect the team's morale.
+How will this outage affect our deployment timeline?
+Cold temperatures drastically affect lithium-ion battery performance.
+The policy change could affect your eligibility for benefits.
+These confounding variables may affect the study's results.
+The noisy HVAC fans constantly affect concentration in the lab.
+Stress hormones can affect immune response during recovery.
+The instructor's pacing tended to affect student engagement.
+Humidity levels directly affect paint curing time.
+The exchange rate will surely affect the final invoice.
+Screen brightness settings can affect perceived contrast.
+The medication didn't affect him the way the doctor expected.
+Late payments will negatively affect your credit score.
+Minor wording tweaks shouldn't affect the legal interpretation.
+Traffic patterns often affect delivery windows downtown.
+The rumor started to affect investor confidence by noon.
+Seasonal allergies badly affect her productivity each April.
+Your feedback won't immediately affect the roadmap.
+Fluctuating bandwidth can affect video call quality.
+The temperature gradient might affect the sensor's calibration.
+Even tiny delays can affect user satisfaction metrics.
+The surrounding architecture can affect GPS accuracy.
+Lighting conditions strongly affect color perception.
+The new coach's strategy will affect players' roles.
+Overtraining can affect reaction time and coordination.
+The warning label may affect how consumers use the product.
+The new law had a positive effect on small businesses.
+We measured the effect of caffeine on reaction time.
+The side effects included nausea and fatigue.
+Cause and effect are not the same thing.
+The change will have an effect on our revenue.
+The medicine took effect within minutes.
+The policy will come into effect on October 1.
+The rules are now in effect.
+With immediate effect, the office is closed.
+The director used stunning special effects.
+The placebo effect can be powerful.
+We felt the ripple effect across the entire market.
+The snowball effect amplified the problem.
+That decision had a knock-on effect throughout the team.
+The greenhouse effect warms the planet.
+Her apology had little effect.
+The new settings go into effect after a restart.
+They put the new plan into effect last week.
+The contract comes into effect at midnight.
+The warning had no effect on his behavior.
+Inflation had the opposite effect than expected.
+The regulation remains in effect until further notice.
+The app changes take effect next week.
+Sound effects were added in post.
+I meant to call you last night.
+She wants to finish early.
+We need to talk about pricing.
+They agreed to meet at dawn.
+He forgot to send the file.
+I’m trying to get better at chess.
+She refused to answer the question.
+We decided to leave at once.
+I hope to see you again.
+He managed to keep calm under pressure.
+Don’t forget to lock the door.
+She learned to drive on rural roads.
+He prepared to leave immediately.
+We’re ready to start the meeting.
+I’m eager to see the results.
+She longs to hear from you.
+We aim to reduce costs this quarter.
+He needs to find a reliable partner.
+They attempted to salvage the prototype.
+I intend to finish by noon.
+I neglected to mention the caveat.
+She endeavored to maintain composure.
+We struggled to articulate our position.
+He attempted to reconcile the data.
+I'm inclined to believe you.
+She expects to hear back today.
+We arranged to meet at noon.
+He aspires to lead the team.
+I resolved to write daily.
+She failed to capture the nuance.
+I set the brittle porcelain figurine on the mantel and held my breath.
+She folded the rumpled shirts into the suitcase before dawn.
+He carried the cracked mirror up the stairwell, wincing at each step.
+We rinsed the sticky beaker in the utility sink behind the lab.
+The curator polished the tarnished silver candlestick until it finally glinted.
+I trimmed the overgrown hedge behind the shed after the rain.
+He vacuumed the shaggy carpet and emptied the canister twice.
+She ironed the wrinkled dress and hung it by the foyer mirror.
+They stored the fragile ceramics on a lower shelf near the wall.
+I stitched the torn seam with invisible thread under a bright lamp.
+We taped the splintered banister so nobody would slice a palm.
+He sanded the rough edge until it felt almost like silk.
+She repainted the flaking window trim before the open house began.
+Please quarantine the putrescent specimen far from anything edible.
+The technician centrifuged the viscous suspension until the opaque layer separated.
+I wrapped the friable parchment leaf in acid-free tissue and labeled it.
+She archived the lacunose codex in a climate-controlled drawer.
+He patched the crazed glaze before firing the kiln again.
+We decommissioned the inoperable compressor after the safety audit.
+I decanted the turbid solution into a clean glass column.
+He sieved the granular mixture until only the fine powder slipped through.
+We autoclaved the contaminated instruments and logged the cycle.
+I replaced the burnt fuse and reset the breaker without incident.
+She chilled the lukewarm white wine because the guests complained.
+
diff --git a/ripper/queue.sh b/ripper/queue.sh
new file mode 100755
index 000000000..ddfc9854b
--- /dev/null
+++ b/ripper/queue.sh
@@ -0,0 +1,9 @@
+#! /bin/bash
+
+cargo run --release -- -m 1000000 -g 75 -c 10 --problem-file rules/to_too.txt --clean-file clean.txt --max-mutations 60 --seed to -o to_too.sol 
+cargo run --release -- -m 1000000 -g 75 -c 10 --problem-file rules/missing_article.txt --clean-file clean.txt --max-mutations 60 -o missing_article.sol
+cargo run --release -- -m 1000000 -g 75 -c 10 --problem-file rules/indp.txt --clean-file clean.txt --max-mutations 60 -o best.txt
+cargo run --release -- -m 1600000 -g 75 -c 10 --problem-file rules/missing_noun.txt --clean-file clean.txt --max-mutations 60 -o missing_noun.txt
+cargo run --release -- -m 1600000 -g 75 -c 10 --problem-file rules/effect_affect.txt --clean-file clean.txt --max-mutations 60 -o effect_affect.txt
+cargo run --release -- -m 1600000 -g 75 -c 10 --problem-file rules/affect_effect.txt --clean-file clean.txt --max-mutations 60 -o affect_effect.txt
+cargo run --release -- -m 1600000 -g 75 -c 10 --problem-file rules/missing_to.txt --clean-file clean.txt --max-mutations 60 -o missing_to.txt
diff --git a/ripper/rules/affect_effect.txt b/ripper/rules/affect_effect.txt
new file mode 100644
index 000000000..3eb5a112f
--- /dev/null
+++ b/ripper/rules/affect_effect.txt
@@ -0,0 +1,25 @@
+The new law had a positive affect on small businesses.
+We measured the affect of caffeine on reaction time.
+The side affects included nausea and fatigue.
+Cause and affect are not the same thing.
+The change will have an affect on our revenue.
+The medicine took affect within minutes.
+The policy will come into affect on October 1.
+The rules are now in affect.
+With immediate affect, the office is closed.
+The director used stunning special affects.
+The placebo affect can be powerful.
+We felt the ripple affect across the entire market.
+The snowball affect amplified the problem.
+That decision had a knock-on affect throughout the team.
+The greenhouse affect warms the planet.
+Her apology had little affect.
+The new settings go into affect after a restart.
+They put the new plan into affect last week.
+The contract comes into affect at midnight.
+The warning had no affect on his behavior.
+Inflation had the opposite affect than expected.
+The regulation remains in affect until further notice.
+The app changes take affect next week.
+Sound affects were added in post.
+
diff --git a/ripper/rules/effect_affect.txt b/ripper/rules/effect_affect.txt
new file mode 100644
index 000000000..8304bc0b0
--- /dev/null
+++ b/ripper/rules/effect_affect.txt
@@ -0,0 +1,31 @@
+The new tariff will effect import prices next quarter.
+Prolonged droughts severely effect crop yields across the valley.
+Caffeine can effect your sleep architecture.
+The firmware bug doesn't effect older devices.
+Her sarcasm seemed to effect the team's morale.
+How will this outage effect our deployment timeline?
+Cold temperatures drastically effect lithium-ion battery performance.
+The policy change could effect your eligibility for benefits.
+These confounding variables may effect the study's results.
+The noisy HVAC fans constantly effect concentration in the lab.
+Stress hormones can effect immune response during recovery.
+The instructor's pacing tended to effect student engagement.
+Humidity levels directly effect paint curing time.
+The exchange rate will surely effect the final invoice.
+Screen brightness settings can effect perceived contrast.
+The medication didn't effect him the way the doctor expected.
+Late payments will negatively effect your credit score.
+Minor wording tweaks shouldn't effect the legal interpretation.
+Traffic patterns often effect delivery windows downtown.
+The rumor started to effect investor confidence by noon.
+Seasonal allergies badly effect her productivity each April.
+Your feedback won't immediately effect the roadmap.
+Fluctuating bandwidth can effect video call quality.
+The temperature gradient might effect the sensor's calibration.
+Even tiny delays can effect user satisfaction metrics.
+The surrounding architecture can effect GPS accuracy.
+Lighting conditions strongly effect color perception.
+The new coach's strategy will effect players' roles.
+Overtraining can effect reaction time and coordination.
+The warning label may effect how consumers use the product.
+
diff --git a/ripper/rules/how_to.txt b/ripper/rules/how_to.txt
new file mode 100644
index 000000000..ec386fb8d
--- /dev/null
+++ b/ripper/rules/how_to.txt
@@ -0,0 +1,25 @@
+I can’t figure out how fix this.
+She asked how get home before dusk.
+Please show me how configure the router.
+Explain how enable verbose logging in production.
+Do you remember how calculate compound interest?
+We must decide how allocate scarce bandwidth.
+He demonstrated how bake sourdough with a stiff levain.
+Clarify how deploy the service on Kubernetes.
+Remind me how change my billing address in the portal.
+The brief outlines how submit a compliant proposal.
+The nurse explained how taper the dosage safely.
+Tell me how pronounce “schadenfreude”.
+Here’s how replicate the experiment precisely.
+Outline how escalate a Sev1 incident.
+The mentor taught her how write idempotent handlers.
+Let’s review how troubleshoot kernel panics.
+The SOP describes how sanitize the fermenter.
+Can you recall how resolve a merge conflict in Git?
+Please demonstrate how calibrate the torque wrench.
+The guide illustrates how harden the container image.
+We’re uncertain how remediate the CVE quickly.
+He forgot how conjugate the verb under stress.
+Map out how integrate this OAuth flow.
+Practice how deliver the keynote without slides.
+She’s unsure how proceed given the constraints.
diff --git a/ripper/rules/indp.txt b/ripper/rules/indp.txt
new file mode 100644
index 000000000..0c0fca460
--- /dev/null
+++ b/ripper/rules/indp.txt
@@ -0,0 +1,35 @@
+I called the restaurant but nobody answered the phone.
+You can finish the slide deck or you can push the deadline.
+He wanted to go hiking yet the forecast promised heavy rain.
+We missed the exit so we had to circle back.
+She studied all night for she feared the exam would be brutal.
+The device keeps overheating and the battery drains within minutes.
+I washed the car but the dust storm returned by noon.
+They opened a second store so the weekend shift needs more staff.
+The software compiled successfully yet the app crashed on launch.
+He promised to call or he will send a text instead.
+We upgraded the servers for the traffic spikes were overwhelming.
+She finished the chapter and she closed the book with relief.
+The cat darted under the couch so the dog lost interest.
+I could join the early flight or I could take the train tomorrow.
+Our neighbors moved out yet the street stays noisy every night.
+He filed the report on time but the figures were still wrong.
+The lamp flickered and the room went dark.
+The door was unlocked so anyone could have walked in.
+They offered a refund for the package arrived a week late.
+The keynote started late and the livestream crashed immediately.
+I reviewed your pull request but the failing tests still block the merge.
+The sourdough rose overnight yet the crust stayed disappointingly pale.
+She booked the venue so we finalized the invitations.
+The forecast promised sun yet hail hammered the valley by noon.
+He saved the draft or he risked losing an hour of work.
+The server rebooted and every session expired at once.
+The rug looked antique but the dye bled under a damp cloth.
+I can lead the meeting or you can take point this time.
+We missed the turn for the signage was hidden behind ivy.
+The editor flagged a cliché so I rewrote the paragraph.
+The engine sputtered and the dashboard lit up like a runway.
+She set three alarms yet she overslept again.
+The gallery extended hours so attendance increased by twenty percent.
+He didn’t read the brief nor did he consult the timeline.
+The chef plated beautifully but the sauce overwhelmed the fish.
diff --git a/ripper/rules/missing_article.txt b/ripper/rules/missing_article.txt
new file mode 100644
index 000000000..b791e47a9
--- /dev/null
+++ b/ripper/rules/missing_article.txt
@@ -0,0 +1,30 @@
+Cat jumped onto couch and fell asleep.  
+I bought new book yesterday.  
+Teacher asked class to hand in homework.  
+Sun was shining brightly over city.  
+We went to park after dinner.  
+She poured glass of water for me.  
+Car stopped suddenly in middle of road.  
+Dog barked at stranger outside.  
+I forgot password again.  
+They traveled across ocean in small boat.  
+Bird flew out of cage when door opened.  
+Man standing at corner looked suspicious.  
+Child dropped toy on floor.  
+Rain started falling just as game began.  
+House smelled like fresh paint.  
+Train arrived at station late.  
+Friends gathered around fire to keep warm.  
+Book sat untouched on shelf for years.  
+Wind rattled window all night long.  
+Doctor prescribed medicine for cough.  
+Girl wore red dress to party.  
+Worker left tools on table.  
+Phone rang loudly during meeting.  
+Snow covered mountains by morning.  
+River overflowed after storm.  
+Artist displayed painting in gallery.  
+Student missed bus to school.  
+Baby cried until mother came.  
+Letter arrived without stamp.  
+Bread burned in oven.  
diff --git a/ripper/rules/missing_noun.txt b/ripper/rules/missing_noun.txt
new file mode 100644
index 000000000..5cff2d4fd
--- /dev/null
+++ b/ripper/rules/missing_noun.txt
@@ -0,0 +1,71 @@
+I set the brittle on the mantel and held my breath.
+She folded the rumpled into the suitcase before dawn.
+He carried the cracked up the stairwell, wincing at each step.
+We rinsed the sticky in the utility sink behind the lab.
+The curator polished the tarnished until it finally glinted.
+I trimmed the overgrown behind the shed after the rain.
+He vacuumed the shaggy and emptied the canister twice.
+She ironed the wrinkled and hung it by the foyer mirror.
+They stored the fragile on a lower shelf near the wall.
+I stitched the torn with invisible thread under a bright lamp.
+We taped the splintered so nobody would slice a palm.
+He sanded the rough until it felt almost like silk.
+She repainted the flaking before the open house began.
+Please quarantine the putrescent far from anything edible.
+The technician centrifuged the viscous until the opaque separated.
+I wrapped the friable in acid-free tissue and labeled it.
+She archived the lacunose in a climate-controlled drawer.
+He patched the crazed before firing the kiln again.
+We decommissioned the inoperable after the safety audit.
+I decanted the turbid into a clean glass column.
+He sieved the granular until only the fine slipped through.
+We autoclaved the contaminated and logged the cycle.
+I replaced the burnt and reset the breaker without incident.
+She chilled the lukewarm because the guests complained.
+I boxed the dented and marked it for recycling.
+She shelved the glossy beside the monographs.
+He weighed the saturated and noted the delta.
+We braced the warped with a temporary cleat.
+The archivist humidified the desiccated before unfolding it.
+I buffered the acidic until the meter steadied.
+She sieved the clumpy and logged the yield.
+He skimmed the congealed from the stockpot’s surface.
+We decanted the limpid and discarded the cloudy.
+The restorer inpainted the abraded near the signature.
+I laminated the tattered under low heat.
+We quarantined the infested on the loading dock.
+He lubricated the squeaky and cycled the mechanism.
+She sterilized the moldy and sealed the crate.
+He replated the pitted after a deep polish.
+We resurfaced the spalled along the balcony edge.
+The tech recalibrated the erratic until drift ceased.
+I compressed the springy with a bar clamp.
+She neutralized the caustic before disposal.
+He glazed the porous to reduce uptake.
+We beveled the sharp to make it safe.
+I indexed the unnumbered and added cross-references.
+She rewound the tangled and replaced the leader.
+He desoldered the scorched and bridged the trace.
+We repotted the rootbound and watered deeply.
+I culled the malformed from the tray.
+She aired the musty on the veranda.
+He trimmed the ragged and fitted new edging.
+We archived the superseded for compliance.
+I quarantined the compromised pending forensics.
+He deburred the jagged along the seam.
+We relabeled the ambiguous to avoid mix-ups.
+I stitched the puckered and steamed it flat.
+She sponged the sooty from the cornice.
+We drained the brackish and refilled the cistern.
+I buffered the noisy until the signal cleared.
+She proofed the underbaked and slid the tray back in.
+He baled the sodden and tarped the rest.
+We softened the calcified with vinegar baths.
+I sandbagged the eroding before the storm.
+She lacquered the matte to match the trim.
+He leveled the uneven with shims.
+We tuned the discordant until overtones aligned.
+I organized the miscellaneous into labeled bins.
+She filtered the sulfurous and vented the hood.
+He scrubbed the oily off the deck.
+
diff --git a/ripper/rules/missing_to.txt b/ripper/rules/missing_to.txt
new file mode 100644
index 000000000..71b7883e6
--- /dev/null
+++ b/ripper/rules/missing_to.txt
@@ -0,0 +1,30 @@
+I meant call you last night.
+She wants finish early.
+We need talk about pricing.
+They agreed meet at dawn.
+He forgot send the file.
+I’m trying get better at chess.
+She refused answer the question.
+We decided leave at once.
+I hope see you again.
+He managed keep calm under pressure.
+Don’t forget lock the door.
+She learned drive on rural roads.
+He prepared leave immediately.
+We’re ready start the meeting.
+I’m eager see the results.
+She longs hear from you.
+We aim reduce costs this quarter.
+He needs find a reliable partner.
+They attempted salvage the prototype.
+I intend finish by noon.
+I neglected mention the caveat.
+She endeavored maintain composure.
+We struggled articulate our position.
+He attempted reconcile the data.
+I'm inclined believe you.
+She expects hear back today.
+We arranged meet at noon.
+He aspires lead the team.
+I resolved write daily.
+She failed capture the nuance.
diff --git a/ripper/rules/to_too.txt b/ripper/rules/to_too.txt
new file mode 100644
index 000000000..ef178fde5
--- /dev/null
+++ b/ripper/rules/to_too.txt
@@ -0,0 +1,77 @@
+I ate way to much pizza last night.
+She runs to fast for me to catch up.
+This shirt is to big for me.
+He was to tired to continue.
+The movie was to long and boring.
+It’s to hot outside to go for a walk.
+They were talking to loudly in the library.
+This problem is to complicated for beginners.
+She’s to busy to answer her phone.
+The bag is to heavy for me to lift.
+I want to go shopping, but it's to late now.
+She was to tired to finish her homework.
+The soup is to hot to eat right now.
+You're standing to close to the fire.
+He runs to fast for me to keep up.
+That joke was to funny to ignore.
+The music is to loud in this room.
+She was dressed to nicely for the occasion.
+It's to bad you missed the concert.
+He’s to young to drive a car.
+The bag is to heavy for me to carry.
+You’re talking to much during the movie.
+It’s to cold outside for a picnic.
+He was driving to quickly down the street.
+She’s to busy to answer the phone right now.
+The cake is to sweet for my taste.
+I ate to many cookies after dinner.
+That shirt is to small for you.
+You’re being to hard on yourself.
+The movie was to long and boring.
+She wanted to join us for dinner, but she was to nervous to ask if it was okay.  
+The kids were playing to roughly in the living room, and they almost broke the lamp.  
+I tried to stay awake during the lecture, but it was to boring for me to concentrate.  
+He wanted to buy the shoes, but they were to expensive for his budget at the time.  
+The dog barked to loudly last night, and none of us could get any sleep because of it.  
+She studied for hours, but she felt to tired to remember anything during the exam.  
+It was raining to heavily outside, so we decided to cancel our plans and stay home.  
+The directions were to confusing for anyone to understand clearly, so we got lost.  
+He laughed to hard at the joke, and everyone else in the café turned to look at him.  
+The sweater was to itchy for her to wear, even though it looked really nice.  
+You're 7 years to late
+The project scope is to ambitious
+He goes to far with bets.
+It's not to easy, is it?
+She was to late.  
+The bag is to heavy.  
+He runs to fast.  
+That coffee is to hot.  
+The dress is to small.  
+They are to busy.  
+The noise is to loud.  
+The shoes are to tight.  
+This movie is to boring.  
+The test was to hard.  
+It feels to cold.  
+The dog is to big.  
+You speak to quickly.  
+She eats to much.  
+The room is to dark.  
+The car is to slow.  
+He drives to recklessly.  
+The hill is to steep.  
+The water is to deep.  
+That song is to sad.  
+The box is to heavy.  
+She works to hard.  
+He talks to loudly.  
+The game is to easy.  
+This bread is to stale.  
+The kids are to noisy.  
+Her dress is to long.  
+The road is to narrow.  
+That joke was to mean.  
+The apple is to sour.  
+It's not to easy, is it?
+You're 7 years to late?
+It's not to hard, is it?
diff --git a/ripper/src/main.rs b/ripper/src/main.rs
new file mode 100644
index 000000000..dd32f7f63
--- /dev/null
+++ b/ripper/src/main.rs
@@ -0,0 +1,248 @@
+mod mirror;
+
+use clap::Parser;
+use harper_core::Document;
+use harper_core::expr::ExprExt;
+use rand::seq::SliceRandom;
+use rayon::slice::ParallelSliceMut;
+use std::fs;
+use std::time::Instant;
+
+use self::mirror::{Mirror, MirrorAtom, MirrorLayer, MirrorNode};
+
+#[derive(Parser, Debug)]
+#[command(version, about, long_about = None)]
+struct Args {
+    /// The ratio of children to generate for each generation
+    #[arg(short, long, default_value_t = 10000)]
+    child_ratio: usize,
+
+    /// The minimum population size to maintain
+    #[arg(short, long, default_value_t = 10)]
+    min_pop: usize,
+
+    /// A file containing newline-separated sentences that should be flagged
+    #[arg(long)]
+    problem_file: String,
+
+    /// A file containing newline-separated sentences that should not be flagged
+    #[arg(long)]
+    clean_file: String,
+
+    /// The number of generations to run
+    #[arg(short, long)]
+    generations: usize,
+
+    /// The maximum number of mutations to apply to a child
+    #[arg(long, default_value_t = 5)]
+    max_mutations: usize,
+
+    /// The number of jobs (threads) to use for parallel processing.
+    /// If not specified, Rayon will use the default number of threads.
+    #[arg(short, long)]
+    jobs: Option<usize>,
+
+    /// Optional seed word to initialize the search with
+    #[arg(long)]
+    seed: Option<String>,
+
+    /// Output file to write the best candidate after all generations
+    #[arg(short = 'o', long = "output")]
+    output: Option<String>,
+}
+
+fn main() {
+    let args = Args::parse();
+
+    if let Some(jobs) = args.jobs {
+        rayon::ThreadPoolBuilder::new()
+            .num_threads(jobs)
+            .build_global()
+            .unwrap();
+    }
+
+    let problems = load_documents(&args.problem_file);
+    let clean = load_documents(&args.clean_file);
+
+    let mut mirs = vec![if let Some(seed) = args.seed.clone() {
+        Mirror {
+            root: MirrorNode::Leaf(MirrorLayer {
+                seq: vec![MirrorAtom::Word(seed)],
+            }),
+        }
+    } else {
+        // No seed provided: start with an empty leaf and let mutation explore
+        Mirror {
+            root: MirrorNode::Leaf(MirrorLayer { seq: vec![] }),
+        }
+    }];
+
+    let mut last_best_score = 0;
+
+    for i in 0..args.generations {
+        let start_time = Instant::now();
+
+        mirs.truncate(args.min_pop);
+
+        let mut perm_mirs = Vec::new();
+        let mut rng = rand::rng();
+
+        for mir in &mirs {
+            perm_mirs.append(&mut mir.create_children_with_mutations(
+                args.child_ratio,
+                args.max_mutations,
+                &mut rng,
+            ));
+        }
+
+        mirs.append(&mut perm_mirs);
+
+        mirs.shuffle(&mut rand::rng());
+
+        mirs.par_sort_by_cached_key(|s| {
+            let score = score(s, &problems, &clean);
+            usize::MAX - score
+        });
+
+        let best_score = if let Some(best_mir) = mirs.first() {
+            score(best_mir, &problems, &clean)
+        } else {
+            0
+        };
+
+        let delta = best_score as i64 - last_best_score as i64;
+        let elapsed = start_time.elapsed();
+        let candidates_per_second = (mirs.len() as f64 / elapsed.as_secs_f64()) as usize;
+
+        if let Some(best_mir) = mirs.first() {
+            println!("Best mirror: {:#?}", best_mir);
+        }
+
+        println!(
+            "Generation {:<4} | Best Score: {:<10} | Max Score: {:<10} | Delta: {:<+10} | Candidates/sec: {:<10}",
+            i,
+            best_score,
+            max_possible_score(&problems, &clean),
+            delta,
+            candidates_per_second
+        );
+
+        last_best_score = best_score;
+    }
+
+    // After all generations, optionally save the best candidate to a file in a textual format
+    if let Some(path) = args.output.as_deref() {
+        if let Some(best_mir) = mirs.first() {
+            if let Err(e) = fs::write(path, format!("{:#?}", best_mir)) {
+                eprintln!("Failed to save best candidate to {}: {}", path, e);
+            } else {
+                println!("Saved best candidate to {}", path);
+            }
+        }
+    }
+}
+
+fn load_documents(path: &str) -> Vec<Document> {
+    fs::read_to_string(path)
+        .expect("Unable to read file.")
+        .lines()
+        .map(Document::new_plain_english_curated)
+        .collect()
+}
+
+// Treat correctness as the dominant term and use simplicity as a small bonus.
+// "Simpler" = fewer non-whitespace atoms and smaller UPOS sets.
+fn mirror_complexity(m: &Mirror) -> usize {
+    fn layer_cost(layer: &MirrorLayer) -> usize {
+        let mut cost = 0usize;
+        for atom in &layer.seq {
+            match atom {
+                MirrorAtom::Whitespace => {
+                    cost += 1;
+                }
+                MirrorAtom::Word(_) => {
+                    cost += 1;
+                }
+                MirrorAtom::UPOS(set) => {
+                    cost += set.len();
+                }
+                MirrorAtom::NPMember => {
+                    // Simple boolean check; treat similar to a basic atom
+                    cost += 1;
+                }
+            }
+        }
+        cost
+    }
+
+    fn node_cost(node: &MirrorNode) -> usize {
+        match node {
+            MirrorNode::Leaf(layer) => layer_cost(layer),
+            MirrorNode::And(children) | MirrorNode::Or(children) => {
+                children.iter().map(node_cost).sum::<usize>() + 2
+            }
+        }
+    }
+
+    node_cost(&m.root)
+}
+
+// Upper bound for simplicity bonus points. This should be small relative
+// to correctness so it cannot outweigh getting sentences right.
+const SIMPLICITY_BONUS_MAX: usize = 150;
+
+fn score(candidate: &Mirror, problems: &[Document], clean: &[Document]) -> usize {
+    let expr = candidate.to_expr();
+
+    // Clean correctness: percentage of clean sentences with zero matches.
+    let mut clean_correct = 0usize;
+    for c in clean {
+        if expr.iter_matches_in_doc(c).next().is_none() {
+            clean_correct += 1;
+        }
+    }
+    let clean_pct = if clean.is_empty() {
+        0usize
+    } else {
+        (clean_correct * 100) / clean.len()
+    };
+
+    // Problem correctness: percentage of problem sentences that are flagged.
+    // Preserve the existing notion of a "correct" flag as exactly one match.
+    let mut problem_correct = 0usize;
+    for p in problems {
+        let mut it = expr.iter_matches_in_doc(p);
+        let first = it.next().is_some();
+        let second = it.next().is_none();
+        if first && second {
+            problem_correct += 1;
+        }
+    }
+    let problem_pct = if problems.is_empty() {
+        0usize
+    } else {
+        (problem_correct * 100) / problems.len()
+    };
+
+    // Combined correctness: clean is weighted 2x as requested.
+    let correctness_score = clean_pct * 2 + problem_pct;
+
+    // Small simplicity bonus in 0..=SIMPLICITY_BONUS_MAX, decreasing with complexity.
+    let complexity = mirror_complexity(candidate);
+    let simplicity_bonus = SIMPLICITY_BONUS_MAX.saturating_sub(complexity);
+
+    correctness_score * 100 + simplicity_bonus
+}
+
+pub fn max_possible_score(problems: &[Document], clean: &[Document]) -> usize {
+    // Max correctness = (2x clean%) + (1x problem%).
+    // Only count a component if its corpus is present.
+    let mut max = 0usize;
+    if !clean.is_empty() {
+        max += 200; // 2 * 100%
+    }
+    if !problems.is_empty() {
+        max += 100; // 1 * 100%
+    }
+    max * 100 + SIMPLICITY_BONUS_MAX
+}
diff --git a/ripper/src/mirror.rs b/ripper/src/mirror.rs
new file mode 100644
index 000000000..89f350545
--- /dev/null
+++ b/ripper/src/mirror.rs
@@ -0,0 +1,290 @@
+use harper_brill::UPOS;
+use harper_core::TokenKind;
+use harper_core::expr::{All, Expr, LongestMatchOf, SequenceExpr};
+use harper_core::patterns::{UPOSSet, WordSet};
+use rand::seq::SliceRandom;
+use rand::{Rng, random_bool};
+use serde::{Deserialize, Serialize};
+use smallvec::SmallVec;
+use strum::IntoEnumIterator;
+
+/// A tree of expressions.
+/// - `And`: every child must match (logical AND).
+/// - `Or`: at least one child must match (logical OR, longest-match semantics).
+/// - `Leaf`: a concrete `SequenceExpr` built from a `MirrorLayer`.
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub enum MirrorNode {
+    And(Vec<MirrorNode>),
+    Or(Vec<MirrorNode>),
+    Leaf(MirrorLayer),
+}
+
+impl Default for MirrorNode {
+    fn default() -> Self {
+        Self::Leaf(MirrorLayer { seq: vec![] })
+    }
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct Mirror {
+    pub root: MirrorNode,
+}
+
+/// Back-compat constructor for callers that still think in “layers = AND of sequences”.
+impl From<Vec<MirrorLayer>> for Mirror {
+    fn from(layers: Vec<MirrorLayer>) -> Self {
+        Mirror {
+            root: MirrorNode::And(layers.into_iter().map(MirrorNode::Leaf).collect()),
+        }
+    }
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub struct MirrorLayer {
+    pub seq: Vec<MirrorAtom>,
+}
+
+#[derive(Debug, Serialize, Deserialize, Clone)]
+pub enum MirrorAtom {
+    Word(String),
+    UPOS(SmallVec<[UPOS; 16]>),
+    Whitespace,
+    /// Match if the current token is marked as a member of a noun phrase
+    /// via `WordMetadata::np_member == Some(true)`.
+    NPMember,
+}
+
+impl MirrorLayer {
+    pub fn to_seq_expr(&self) -> SequenceExpr {
+        let mut seq = SequenceExpr::default();
+        for atom in &self.seq {
+            match atom {
+                MirrorAtom::UPOS(uposset) => seq = seq.then(UPOSSet::new(uposset)),
+                MirrorAtom::Whitespace => seq = seq.t_ws(),
+                MirrorAtom::Word(word) => {
+                    let mut set = WordSet::default();
+                    set.add_chars(&word.chars().collect::<Vec<_>>());
+                    seq = seq.then(set)
+                }
+                MirrorAtom::NPMember => {
+                    seq = seq.then(
+                        |tok: &harper_core::Token, _source: &[char]| match &tok.kind {
+                            TokenKind::Word(Some(md)) => md.np_member == Some(true),
+                            _ => false,
+                        },
+                    );
+                }
+            }
+        }
+        seq
+    }
+
+    pub fn mutate(&mut self, rng: &mut impl Rng) {
+        if !self.seq.is_empty() && rng.random_bool(0.5) {
+            let i = rng.random_range(0..self.seq.len());
+            let step = &mut self.seq[i];
+            Self::mutate_step(step, rng);
+        } else {
+            let i = rng.random_range(0..=self.seq.len());
+            self.seq.insert(i, Self::create_random_step(rng));
+        }
+
+        if !self.seq.is_empty() && rng.random_bool(0.1) {
+            let i = rng.random_range(0..self.seq.len());
+            self.seq.remove(i);
+        }
+    }
+
+    fn mutate_step(atom: &mut MirrorAtom, rng: &mut impl Rng) {
+        match atom {
+            MirrorAtom::UPOS(uposset) => {
+                if !uposset.is_empty() && rng.random_bool(0.5) {
+                    uposset.remove(rng.random_range(0..uposset.len()));
+                }
+                if rng.random_bool(0.5) {
+                    uposset.push(UPOS::iter().nth(rng.random_range(0..16)).unwrap());
+                }
+            }
+            MirrorAtom::Word(w) => {
+                if rng.random_bool(0.2) && !w.is_empty() {
+                    let chars: Vec<char> = w.chars().collect();
+                    let take = rng.random_range(1..=chars.len());
+                    let new_w: String = chars.into_iter().take(take).collect();
+                    *w = new_w;
+                }
+            }
+            MirrorAtom::Whitespace => {}
+            MirrorAtom::NPMember => {}
+        }
+    }
+
+    fn create_random_step(rng: &mut impl Rng) -> MirrorAtom {
+        if random_bool(0.5) {
+            let mut all_upos: SmallVec<[UPOS; 16]> = UPOS::iter().collect();
+            all_upos.shuffle(rng);
+            all_upos.truncate(rng.random_range(0..all_upos.len()));
+            MirrorAtom::UPOS(all_upos)
+        } else if random_bool(0.2) {
+            MirrorAtom::Word(String::from("the"))
+        } else if random_bool(0.1) {
+            MirrorAtom::NPMember
+        } else {
+            MirrorAtom::Whitespace
+        }
+    }
+
+    pub fn create_random_layer(rng: &mut impl Rng) -> Self {
+        let len = rng.random_range(1..=3);
+        let mut seq = Vec::with_capacity(len);
+        for _ in 0..len {
+            seq.push(Self::create_random_step(rng));
+        }
+        Self { seq }
+    }
+}
+
+impl MirrorNode {
+    /// Build a boxed `Expr` for this subtree.
+    /// AND => `All`, OR => `LongestMatchOf`, Leaf => `SequenceExpr`.
+    pub fn to_owned_expr(&self) -> Box<dyn Expr> {
+        match self {
+            MirrorNode::Leaf(layer) => Box::new(layer.to_seq_expr()),
+            MirrorNode::And(children) => {
+                let mut v: Vec<Box<dyn Expr>> = Vec::with_capacity(children.len().max(1));
+                for c in children {
+                    v.push(c.to_owned_expr());
+                }
+                Box::new(All::new(v))
+            }
+            MirrorNode::Or(children) => {
+                let mut v: Vec<Box<dyn Expr>> = Vec::with_capacity(children.len().max(1));
+                for c in children {
+                    v.push(c.to_owned_expr());
+                }
+                Box::new(LongestMatchOf::new(v))
+            }
+        }
+    }
+
+    /// Randomly mutate the tree:
+    /// - Recurse into a child and mutate it
+    /// - Insert/remove a child
+    /// - Flip AND <-> OR
+    /// - Wrap/unwrap a leaf to introduce structure
+    pub fn mutate(&mut self, rng: &mut impl Rng) {
+        match self {
+            MirrorNode::Leaf(layer) => {
+                // 70%: tweak the leaf; 30%: promote to a tiny AND/OR subtree
+                if rng.random_bool(0.7) {
+                    layer.mutate(rng);
+                } else {
+                    let new_leaf = MirrorNode::Leaf(MirrorLayer::create_random_layer(rng));
+                    if rng.random_bool(0.5) {
+                        *self = MirrorNode::And(vec![MirrorNode::Leaf(layer.clone()), new_leaf]);
+                    } else {
+                        *self = MirrorNode::Or(vec![MirrorNode::Leaf(layer.clone()), new_leaf]);
+                    }
+                }
+            }
+            MirrorNode::And(children) | MirrorNode::Or(children) => {
+                let len = children.len();
+
+                // Occasionally flip operator
+                if rng.random_bool(0.1) {
+                    let swapped = match std::mem::take(self) {
+                        MirrorNode::And(c) => MirrorNode::Or(c),
+                        MirrorNode::Or(c) => MirrorNode::And(c),
+                        MirrorNode::Leaf(_) => unreachable!(),
+                    };
+                    *self = swapped;
+                    return;
+                }
+
+                // Sometimes reorder for variety
+                if len >= 2 && rng.random_bool(0.1) {
+                    children.shuffle(rng);
+                }
+
+                // Insert / remove
+                if rng.random_bool(0.25) {
+                    let idx = rng.random_range(0..=len);
+                    children.insert(idx, MirrorNode::Leaf(MirrorLayer::create_random_layer(rng)));
+                } else if len > 1 && rng.random_bool(0.15) {
+                    let idx = rng.random_range(0..len);
+                    children.remove(idx);
+                } else if !children.is_empty() {
+                    // Recurse into a child
+                    let idx = rng.random_range(0..children.len());
+                    children[idx].mutate(rng);
+                }
+
+                // Occasionally collapse a singleton (unwrap) or wrap a pair
+                if children.len() == 1 && rng.random_bool(0.15) {
+                    // Replace this node with its only child
+                    let only = children.remove(0);
+                    *self = only;
+                } else if children.len() >= 2 && rng.random_bool(0.15) {
+                    // Wrap two adjacent children into a new AND/OR group
+                    let idx = rng.random_range(0..children.len() - 1);
+                    let a = children.remove(idx);
+                    let b = children.remove(idx); // same idx: list shrank
+                    let wrapped = if rng.random_bool(0.5) {
+                        MirrorNode::And(vec![a, b])
+                    } else {
+                        MirrorNode::Or(vec![a, b])
+                    };
+                    children.insert(idx, wrapped);
+                }
+            }
+        }
+    }
+}
+
+impl Mirror {
+    pub fn to_expr(&self) -> Box<dyn Expr> {
+        self.root.to_owned_expr()
+    }
+
+    pub fn create_children_with_mutations(
+        &self,
+        child_count: usize,
+        max_mutations: usize,
+        rng: &mut impl Rng,
+    ) -> Vec<Self> {
+        let mut children = Vec::with_capacity(child_count);
+        for _ in 0..child_count {
+            let mut child = self.clone();
+            let mutation_count = rng.random_range(1..=max_mutations);
+            for _ in 0..mutation_count {
+                child.mutate(rng);
+            }
+            children.push(child);
+        }
+        children
+    }
+
+    pub fn mutate(&mut self, rng: &mut impl Rng) {
+        // 20%: wrap root to add a new level (AND/OR); 10%: replace root with a fresh leaf; otherwise recurse.
+        if rng.random_bool(0.2) {
+            let wrapper_is_and = rng.random_bool(0.5);
+            let sibling = MirrorNode::Leaf(MirrorLayer::create_random_layer(rng));
+            let old = std::mem::replace(
+                &mut self.root,
+                MirrorNode::Leaf(MirrorLayer::create_random_layer(rng)),
+            );
+            self.root = if wrapper_is_and {
+                MirrorNode::And(vec![old, sibling])
+            } else {
+                MirrorNode::Or(vec![old, sibling])
+            };
+            return;
+        }
+
+        if rng.random_bool(0.1) {
+            self.root = MirrorNode::Leaf(MirrorLayer::create_random_layer(rng));
+            return;
+        }
+
+        self.root.mutate(rng);
+    }
+}