Most recent unrolls from @ThreadReaderApp
I analyzed 798 reviews across 12 awning installer businesses. Half of them are using the wrong Google category entirely 🧵👇 
50% scatter across 'Sign shop', 'Roofing contractor', 'Construction company' -- wrong searches entirely. Descriptions average 384 of 750 characters. 51% of reviews go unanswered. 42% don't list any services.
Swipe through to see all 5 fixes -- each one takes less than 15 minutes.
TÜRKİYE’NİN İLK ŞEHİT EDİLEN VE CESEDİ KÖPEKLERE YEDİRİLEN ÖĞRETMENİMİZ KİMDİR BİLİYOR MUSUNUZ?
Şeyh Said İsyanında şehit edilip cesedi köpeklere yedirilen öğretmen Dündar Alp’in hikayesi hiç duydunuz mu? Anlatıyım. Lütfen sonuna kadar okuyun.
Şeyh Said İsyanında şehit edilip cesedi köpeklere yedirilen öğretmen Dündar Alp’in hikayesi hiç duydunuz mu? Anlatıyım. Lütfen sonuna kadar okuyun.
(İstiklal Mahkemesi tutanakları ve basında yer alan haberler ışığında)
1⃣- İsyanı aylar öncesinden bildirdiği halde kimseyi inandıramadı. İftiracı durumuna düştü. Öğretmenlikten atıldı. Hapis cezası aldı. İsyan başlayınca asiler tarafından öldürüldü, +++++
1⃣- İsyanı aylar öncesinden bildirdiği halde kimseyi inandıramadı. İftiracı durumuna düştü. Öğretmenlikten atıldı. Hapis cezası aldı. İsyan başlayınca asiler tarafından öldürüldü, +++++
cesedi sokaklarda sürüklendi, köpeklere yedirildi. Başlıyoruz.2⃣- Bingöl merkez başöğretmeni Mehmet Zeki Dündar Alp, Şeyh Said İsyanından aylar önce, isyana hazırlık yapıldığını fark ederek durumu hükümete bildiren zabıtlar tutmuştur.
NOBODY TALKS ABOUT HOW POWERFUL CLAUDE IS FOR GROWING ON THREADS
I gained +1,000 followers in a single day using these 5 prompts.
Use these to hack the algorithm:
(Save this before it goes viral).
I gained +1,000 followers in a single day using these 5 prompts.
Use these to hack the algorithm:
(Save this before it goes viral).
1/ The Viral Reverse Engineer
Analyze these 3 Threads posts that went viral: [paste posts].
Tell me the exact structure, tone, and hook pattern they share.
Then rewrite my post using the same formula: [paste your post].
Analyze these 3 Threads posts that went viral: [paste posts].
Tell me the exact structure, tone, and hook pattern they share.
Then rewrite my post using the same formula: [paste your post].
2/ The Viral One-Liner
You are a viral Threads creator. Write 10 one-line posts about [topic].
Start each with a bold, emotional or opinionated claim. Keep it raw, human, slightly unfiltered. Use natural emphasis (CAPS if needed).
Avoid generic/motivational tone. No em dashes (—). Output only the posts.
You are a viral Threads creator. Write 10 one-line posts about [topic].
Start each with a bold, emotional or opinionated claim. Keep it raw, human, slightly unfiltered. Use natural emphasis (CAPS if needed).
Avoid generic/motivational tone. No em dashes (—). Output only the posts.
1\#Iran #Usa #Israele Con non poca fatica e molte diottrie perse ho riallineato la mappa.
Il livello di distruzione nell’area mediorientale, e in particolare in Iran, è evidente dalla mappa, che tra l’altro riporta solo le geolocalizzazioni (tutti i crediti ai geolocalizzatori sono indicati sulla mappa, e a loro va un ringraziamento per il lavoro immane).
Stanotte sono state colpite infrastrutture energetiche iraniane, il che porterà sicuramente a un’ulteriore escalation, come già avvenuto negli scorsi attacchi alle raffinerie
Il livello di distruzione nell’area mediorientale, e in particolare in Iran, è evidente dalla mappa, che tra l’altro riporta solo le geolocalizzazioni (tutti i crediti ai geolocalizzatori sono indicati sulla mappa, e a loro va un ringraziamento per il lavoro immane).
Stanotte sono state colpite infrastrutture energetiche iraniane, il che porterà sicuramente a un’ulteriore escalation, come già avvenuto negli scorsi attacchi alle raffinerie
2\#Iran #Usa #israele Andando ad analizzare la mappa dell’Iran, si nota che gran parte degli strike, oltre che su Teheran, si concentra nella parte nord-occidentale del Paese e lungo la costa, cioè nelle aree più abitate. Rimane invece sostanzialmente poco toccata dai raid la parte nord-orientale.
3\#Iran #Usa #israele Gli strike, dopo l’iniziale eliminazione dell’antiaerea residua, dei siti missilistici e nucleari e della marina, si stanno concentrando sistematicamente su commissariati di polizia, basi IRGC e Basij, posti di blocco delle milizie Basij, nonché su eliminazioni mirate di membri del regime. Prosegue inoltre la difficile caccia ai lanciatori mobili di missili e droni, nascosti e dispersi su tutto il territorio (spesso occultati in camion civili).
Israele e USA hanno dichiarato il controllo aereo da giorni; in realtà, l’aviazione iraniana era già molto limitata e gran parte dei siti di difesa antiaerea e dei radar era stata distrutta nella guerra dei 12 giorni.
Questo porta gli aerei a operare a quote più basse per aumentare efficacia e precisione degli strike, esponendoli però maggiormente ai lanciatori mobili di difesa antiaerea sparsi nel Paese.
Questa dinamica (lanciatori mobili nascosti + operazioni a bassa quota) spiega come sia stato possibile per gli iraniani colpire un F-35 e abbattere quasi una decina di droni Reaper.
A fronte delle devastazioni, che hanno colpito gran parte del Paese, il regime ha adottato una difesa “a mosaico”, disperdendo e occultando le unità sul territorio, così da mantenere una minima capacità di difesa antiaerea e la possibilità, nel lungo periodo, di lanciare droni e missili.
Israele e USA hanno dichiarato il controllo aereo da giorni; in realtà, l’aviazione iraniana era già molto limitata e gran parte dei siti di difesa antiaerea e dei radar era stata distrutta nella guerra dei 12 giorni.
Questo porta gli aerei a operare a quote più basse per aumentare efficacia e precisione degli strike, esponendoli però maggiormente ai lanciatori mobili di difesa antiaerea sparsi nel Paese.
Questa dinamica (lanciatori mobili nascosti + operazioni a bassa quota) spiega come sia stato possibile per gli iraniani colpire un F-35 e abbattere quasi una decina di droni Reaper.
A fronte delle devastazioni, che hanno colpito gran parte del Paese, il regime ha adottato una difesa “a mosaico”, disperdendo e occultando le unità sul territorio, così da mantenere una minima capacità di difesa antiaerea e la possibilità, nel lungo periodo, di lanciare droni e missili.
गावात एका मुलाचं लग्न झालं, बायको १२ वी पास पुढंच शिक्षण लग्नामुळे झालं नाही.
नवरा शेती, गाई, सांभाळून घर चांगल्या रीतीने चालवत होता, घरात कुठलीही कमी नाही. आता नवीन लग्न म्हणून मुलीला शेतात तीन महिन्यापर्यंत कोणीच नेलं नाही, TV, शेजाऱ्यांशी गप्पा हा दिनक्रम. #म
नवरा शेती, गाई, सांभाळून घर चांगल्या रीतीने चालवत होता, घरात कुठलीही कमी नाही. आता नवीन लग्न म्हणून मुलीला शेतात तीन महिन्यापर्यंत कोणीच नेलं नाही, TV, शेजाऱ्यांशी गप्पा हा दिनक्रम. #म
नवऱ्याने पुढं शिकायचं असेल तर शिक म्हणाला पण तिला नव्हतं शिकायचं. शेतात मग कामाचे दिवस आल्यावर सासू अर्धा स्वयंपाक करुन शेतात जायची सकाळ सकाळ हातभार लावायला, नवरीला एकच सांगीतलं बाकीचे कामं राहू दे स्वयंपाक झाला की भाकरी घेउन ये शेतात. एक दोन दिवस ती आली पण नंतर
तीने आजारी आहे म्हणून एक दिवस घरीच थांबली, शेतात सगळे उपाशी. त्या पोराने येऊन तिला दवाखान्यात नेलं, अन् घरी सोडून भाकरी घेऊन शेतात गेला. एकाचे चार दिवस झाले तरी ती रोज बरं नाही म्हणू लागली. मग नवऱ्याची बहीण स्त्रीरोग तज्ञ डॉक्टर होती त्यांनी १०० किमी प्रवास करून
🚨 BREAKING: Passive studying is dead!
Claude can train your brain harder than most professors ever will.
Here are 10 Claude prompts to learn anything 10× faster
Claude can train your brain harder than most professors ever will.
Here are 10 Claude prompts to learn anything 10× faster
1) Socratic Drillmaster
Prompt:
“Act as a Socratic coach for [TOPIC].
Do NOT give me answers. Only ask smart questions that lead me to the answer.
Start by asking what I already know and where I’m confused.
After each reply, ask the next best question.
At the end, summarize what I discovered in 5 bullets.”
Prompt:
“Act as a Socratic coach for [TOPIC].
Do NOT give me answers. Only ask smart questions that lead me to the answer.
Start by asking what I already know and where I’m confused.
After each reply, ask the next best question.
At the end, summarize what I discovered in 5 bullets.”
2) Mixed Practice Architect
Prompt:
“Build an interleaved practice session for [SKILL/SUBJECT] inside [TOPIC].
Mix related concepts instead of studying one at a time.
Give me a 30–45 min plan + 12–15 mixed drills + answer key + a review loop for mistakes.
Ask my current level first.”
Prompt:
“Build an interleaved practice session for [SKILL/SUBJECT] inside [TOPIC].
Mix related concepts instead of studying one at a time.
Give me a 30–45 min plan + 12–15 mixed drills + answer key + a review loop for mistakes.
Ask my current level first.”
1) Two age peaks: a fascinating paper confirmed two peaks for when people get ME/CFS: around 16 years old and in the mid thirties.
The early onset in adolescence was associated with severe ME/CFS, an infectious onset, and having relatives with the disease.
A brief summary...
The early onset in adolescence was associated with severe ME/CFS, an infectious onset, and having relatives with the disease.
A brief summary...
2) Healthcare data from Norway had previously suggests that Incidence age is bimodal for ME/CFS. This study checked this pattern using two big sources: the DecodeME study and a large European survey with more than 8000 respondents.
3) They tried to fit a unimodal normal curve to the onset data but that didn't fit well (Hartigan's Dip Test was significant). Using three modes also caused problems but if they used a bimodal distribution, the means and standard deviations were almost the same in all countries.
1/6
The Long-Term Trap:
What happens when a society abandons infection control and normalizes mass sickness? We are shifting from a society of prevention to a society of permanent reaction. This has devastating consequences. 🧵 #PublicHealth #LongTermImpact
The Long-Term Trap:
What happens when a society abandons infection control and normalizes mass sickness? We are shifting from a society of prevention to a society of permanent reaction. This has devastating consequences. 🧵 #PublicHealth #LongTermImpact
2/6
A "Chronically Ill" Society:
By treating reinfections as "normal," we face an accumulation of systemic damage. Repeated viral hits impact vascular health, immune function, and organ integrity.
We risk a generation facing age-related diseases much earlier in life.
A "Chronically Ill" Society:
By treating reinfections as "normal," we face an accumulation of systemic damage. Repeated viral hits impact vascular health, immune function, and organ integrity.
We risk a generation facing age-related diseases much earlier in life.
3/6
Economic Instability: The idea that "letting it rip" saves the economy is a fallacy. High baseline sick leave, disability from Long Covid, and the loss of skilled labor create a permanent drag on productivity and social systems.
Sickness is a cost, not a strategy.
Economic Instability: The idea that "letting it rip" saves the economy is a fallacy. High baseline sick leave, disability from Long Covid, and the loss of skilled labor create a permanent drag on productivity and social systems.
Sickness is a cost, not a strategy.
Wartezeiten in Notaufnahmen und monatelanges Warten auf Facharzttermine werden zum Dauerzustand, weil das Personal selbst ständig krank ausfällt oder den Beruf aufgrund der Überlastung verlässt.
Reiche gönnen sich private Luftfilterung und Schutzräume, während die breite Masse in Schulen und Großraumbüros dem Infektionsdruck schutzlos ausgeliefert bleibt.
Long Covid und andere post-virale Folgen entziehen dem Arbeitsmarkt kontinuierlich hochqualifizierte Menschen, die nicht einfach ersetzt werden können.
#SupremeCourt hears writ petition by NGO Vanashakti, in which last year it recalled its own order that prohibited granting retrospective environmental clearances.
Bench: CJI Surya Kant, Justice Joymalya Bagchi and Justice Vipul Pancholi.
Bench: CJI Surya Kant, Justice Joymalya Bagchi and Justice Vipul Pancholi.
Senior Advocate Gopal Sankarnarayanan takes the Court through various EIA notifications and relevant circulars from time to time: the first time they came up with this idea of ex-post facto environmental clearance was in 1998.
Sankarnarayanan: our argument is the only window that is open today in law for applying for expost facto clearance is the notification dated 14th March 2017. If you have as on that date have a half constructed building without clearance, you have 6 months within which you should apply for clearance
1/5
Die Strategie der Manipulation:
Wie politisches Handeln den Infektionsschutz gezielt demontiert hat. Durch Begriffe wie „Eigenverantwortung“ wurde Gesundheit von einer staatlichen Aufgabe zur reinen Privatsache erklärt. Die Folgen sind fatal.
🧵 #PublicHealth #Prävention
Die Strategie der Manipulation:
Wie politisches Handeln den Infektionsschutz gezielt demontiert hat. Durch Begriffe wie „Eigenverantwortung“ wurde Gesundheit von einer staatlichen Aufgabe zur reinen Privatsache erklärt. Die Folgen sind fatal.
🧵 #PublicHealth #Prävention
2/5
Stigmatisierung: Wer heute noch Vorsorge trifft (Maske, Luftfilter),
wird oft als „ängstlich“ markiert
Diese Verschiebung der sozialen Normen führt dazu, dass nicht das Virus als Gefahr wahrgenommen wird, sondern die Schutzmaßnahme selbst
Ein Rückschritt für die Hygiene
🐸🔥
Stigmatisierung: Wer heute noch Vorsorge trifft (Maske, Luftfilter),
wird oft als „ängstlich“ markiert
Diese Verschiebung der sozialen Normen führt dazu, dass nicht das Virus als Gefahr wahrgenommen wird, sondern die Schutzmaßnahme selbst
Ein Rückschritt für die Hygiene
🐸🔥
3/5
Ökonomische Kurzsichtigkeit:
Um kurzfristige Gewinne
(z. B. Tourismus/Events) zu sichern, wurde langfristige Gesundheit der Bevölkerung geopfert.
Die Quittung:
Rekordkrankenstände und Arbeitskräftemangel durch chronische Infektionsfolgen.
Ein massiver Wirtschaftsschaden.
Ökonomische Kurzsichtigkeit:
Um kurzfristige Gewinne
(z. B. Tourismus/Events) zu sichern, wurde langfristige Gesundheit der Bevölkerung geopfert.
Die Quittung:
Rekordkrankenstände und Arbeitskräftemangel durch chronische Infektionsfolgen.
Ein massiver Wirtschaftsschaden.
Wer wissen will, wem
▶️ Alice Weidel
auf der CPAC in Ungarn hier die Hände schüttelt,
stößt auf eine der umstrittensten Figuren der europäischen Politik:
▶️ Milorad Dodik.
Das Foto, das Dodik selbst bei X teilte, zeigt ihn mit der AfD-Chefin in Budapest.
▶️ Alice Weidel
auf der CPAC in Ungarn hier die Hände schüttelt,
stößt auf eine der umstrittensten Figuren der europäischen Politik:
▶️ Milorad Dodik.
Das Foto, das Dodik selbst bei X teilte, zeigt ihn mit der AfD-Chefin in Budapest.
Er schreibt von einem Austausch über „realistische Politik“ und den Respekt vor nationaler Souveränität.
▶️ Wer ist Milorad Dodik?
Dodik prägt die Politik in Bosnien und Herzegowina seit 1998 und gilt als
▶️ #autoritärer Nationalist.
▶️ Wer ist Milorad Dodik?
Dodik prägt die Politik in Bosnien und Herzegowina seit 1998 und gilt als
▶️ #autoritärer Nationalist.
Laut Transparency International führt er die Republika Srpska
(den serbischen Landesteil) fast wie ein
▶️ „Familien-Business“:
➡️ Seine Familie und engsten Freunde besitzen Monopole in nahezu allen Wirtschaftsbereichen, in denen öffentliche Aufträge vergeben werden. 💰💰
(den serbischen Landesteil) fast wie ein
▶️ „Familien-Business“:
➡️ Seine Familie und engsten Freunde besitzen Monopole in nahezu allen Wirtschaftsbereichen, in denen öffentliche Aufträge vergeben werden. 💰💰
"Kürtleri ve Alevileri kandıran Seyit Rıza Ermenidir."
Esther-Thomas Mugerditchian
Ermenilerin Kaleminden
Kürtleşen Ermeniler-1919-Londra
(Çeviren ve yayına hazırlayan Kaya Ataberk)
Seyit Rıza'ya madalya veren ve madalya alan Dersim kriptoları VERYANSINTV'de ...
Esther-Thomas Mugerditchian
Ermenilerin Kaleminden
Kürtleşen Ermeniler-1919-Londra
(Çeviren ve yayına hazırlayan Kaya Ataberk)
Seyit Rıza'ya madalya veren ve madalya alan Dersim kriptoları VERYANSINTV'de ...
1-"Türk ve Devlet düşmanıDersim Kriptolarını" iyi tanıyorduk ama
hala tanıyamamış olanlar için VERYANSINTV bir tanıtım hazırlamış.
■ Kimler kimlerin yasını tutuyor?...
#HESAPZAMANI
hala tanıyamamış olanlar için VERYANSINTV bir tanıtım hazırlamış.
■ Kimler kimlerin yasını tutuyor?...
#HESAPZAMANI
2-"Dersim Kriptoları"nın sızmadığı yer,sızmadığı parti yoktur!...
𝗧𝗛𝗥𝗘𝗔𝗗
Lets discuss...
Our inability to see beyond the Bandvagn when it comes to high mobility load carriage in extreme terrain
Lets discuss...
Our inability to see beyond the Bandvagn when it comes to high mobility load carriage in extreme terrain
Hägglund & Söner Bandvagn vehicles, in all variations, are fantastic. Highly mobile, reliable, compact, and proven in snow and other challenging terrain.
This is not a dig at the vehicles, they are fantastic.
39% of artificial turf reviews go completely unanswered. That is your competitive advantage sitting right there — and it costs nothing to fix 🧵👇
I analyzed 3,700 reviews across 44 real artificial turf businesses in Houston, Phoenix, and Tampa. Here are the 5 Google Profile fixes that take about 30 minutes total.
The average description uses only 472 of 750 characters. 9% of businesses list zero services. Top performers average 252 photos with a range up to 1,542.
The real headline here is simple - this preprint study set immunity debt against SARS-CoV-2 as rival explanations for rising invasive strep - and only one of them held up in the data🧵
This study asks a very specific question. What best explains the post-pandemic rise in invasive group A streptococcal infections (iGAS)?
Is it mainly immunity debt - the idea that reduced exposure during pandemic restrictions left people more vulnerable - or is it more consistent with the effects of prior SARS2 infection? The authors set those two explanations directly against each other and try to see which one the data actually support.
Robert Brovdi, Commander of Ukraine's Unmanned Systems Forces:
Soldiers are ordered to target [Russian] personnel, rather than armour or other equipment, at least 30% of the time. 1/6
Soldiers are ordered to target [Russian] personnel, rather than armour or other equipment, at least 30% of the time. 1/6
“If a battalion has no infantry left, the Russians don’t disband it but throw desk officers to the front. They are the easiest targets, because they can’t fight.” 2/6
Every mission, whether drone strike or electronic-warfare session, is logged and verified by video, then fed into business-intelligence software that Brovdi repurposed from his days as a grain trader. 3/6
@Glenn_Diesen It's surprising how few people actually grasp the concept of mullahcracy in Iran and how the system is deeply entrenched in Iran..Even though Iran is a theocracy with a supreme leader, it’s not merely an autocracy where the Ayatollah takes control through military force or 2/
@Glenn_Diesen 2/ political manipulations. Instead, he secures his position through a consensus among a group of learned shia clerics, many of whom might be just as capable, if not more so, than the Ayatollah himself. The whole system thrives on competition, interdependence, and teamwork 3/
@Glenn_Diesen 3/among influential clerics who are all vying for roles in the political and governance structure.
Moreover, there are various layers and power centers within the clerical hierarchy that truly comprehend how Shia theocracy functions, playing vital roles in sustaining a robust 4/
Moreover, there are various layers and power centers within the clerical hierarchy that truly comprehend how Shia theocracy functions, playing vital roles in sustaining a robust 4/
Safari à Cuba...
D'une photo à une autre, la boucle est bouclée.
Pendant des décennies, intellectuels et rebelles de pacotille ont glorifié une icône, malgré toutes les atrocités du régime.
Une image diffusée par un ancien fasciste, mort lors de son propre attentat... #thread
D'une photo à une autre, la boucle est bouclée.
Pendant des décennies, intellectuels et rebelles de pacotille ont glorifié une icône, malgré toutes les atrocités du régime.
Une image diffusée par un ancien fasciste, mort lors de son propre attentat... #thread
Le cliché originel du Che est pris par Alberto Korda, photographe officiel de Castro.
À ce moment précis, il s'approche de Sartre et de Simone de Beauvoir - soutiens de Fidel, de Mao et du régime soviétique.
Des intellectuels qui, déjà, refusaient de voir la réalité en face.
À ce moment précis, il s'approche de Sartre et de Simone de Beauvoir - soutiens de Fidel, de Mao et du régime soviétique.
Des intellectuels qui, déjà, refusaient de voir la réalité en face.
Mais c'est Giangiacomo Feltrinelli, éditeur italien, qui l'a popularisée.
Fils d'un homme d'affaire prospère, il sympathise très jeune avec le régime fasciste.
Pendant la seconde guerre mondiale, il recouvre les murs de sa chambre d'affiches à la gloire de Rome & de Berlin.
Fils d'un homme d'affaire prospère, il sympathise très jeune avec le régime fasciste.
Pendant la seconde guerre mondiale, il recouvre les murs de sa chambre d'affiches à la gloire de Rome & de Berlin.
▶️ Massenprotest gegen tschechische Regierung
Zehntausende Menschen haben in Prag gegen die Regierung des Rechtspopulisten und Milliardärs Andrej Babis demonstriert.
Sie folgten einem Aufruf des Bündnisses
▶️ "Eine Million Augenblicke für Demokratie".
tagesschau.de/ausland/europa…
Zehntausende Menschen haben in Prag gegen die Regierung des Rechtspopulisten und Milliardärs Andrej Babis demonstriert.
Sie folgten einem Aufruf des Bündnisses
▶️ "Eine Million Augenblicke für Demokratie".
tagesschau.de/ausland/europa…
Dessen Gründer Mikulas Minar warf dem Kabinett vor, autoritäre Tendenzen zu zeigen und das Land Russland zuwenden zu wollen.
vm.tiktok.com/ZNRxy4fh9/
vm.tiktok.com/ZNRxy4fh9/
"Der Frost kommt aus dem Kreml und läuft uns den Rücken hinunter, aber uns ist dennoch warm, weil wir viele sind", sagte der 33-j. Minar.
▶️ Dass die Regierung die jüngste Parlamentswahl gewonnen habe, gebe ihr nicht d. Recht, ihre Macht zu missbrauchenvm.tiktok.com/ZNRxytKyc/
▶️ Dass die Regierung die jüngste Parlamentswahl gewonnen habe, gebe ihr nicht d. Recht, ihre Macht zu missbrauchenvm.tiktok.com/ZNRxytKyc/
🚨BREAKING: Andrej Karpathy just built a method that improves AI skills automatically.
No fine-tuning. No retraining. No labeled data.
Your Claude prompts are failing 30% of the time and this fixes it.
Here's the exact system he built and the 9 prompts that fixed everything:
No fine-tuning. No retraining. No labeled data.
Your Claude prompts are failing 30% of the time and this fixes it.
Here's the exact system he built and the 9 prompts that fixed everything:
1/ FIX YOUR PROMPT FAILURE RATE
Act as a Claude prompt engineer who eliminates the top failure patterns from any existing skill or prompt.
Take my diagnosed prompt failures and rewrite the prompt to fix every root cause without changing the original intent.
1. Ask me to paste the original prompt and the failure diagnosis
2. Map each failure pattern to a specific structural fix
3. Rewrite the prompt with targeted changes only — no unnecessary additions
4. Show a before/after comparison for each fix
5. Score the rewritten prompt against the same 5 test inputs from diagnosis
- Fix root causes only — never patch symptoms
- Every change must map to a specific failure pattern
- Do not add complexity unless it directly eliminates a failure
- Before/after must be shown for every structural change made
1. Ask me to paste the original prompt and the failure diagnosis
2. Map each failure pattern to a specific structural fix
3. Rewrite the prompt with targeted changes only — no unnecessary additions
4. Show a before/after comparison for each fix
5. Score the rewritten prompt against the same 5 test inputs from diagnosis
- Fix root causes only — never patch symptoms
- Every change must map to a specific failure pattern
- Do not add complexity unless it directly eliminates a failure
- Before/after must be shown for every structural change made
2/ BUILD A SKILL THAT NEVER BREAKS
Act as a Claude skill architect who designs prompts with built-in failure prevention from the start.
Take my goal or use case and build a production-ready Claude skill that eliminates the most common failure modes before they happen.
1. Ask me to describe what I want the skill to do and who uses it
2. Identify the 3 most likely failure modes for this type of task
3. Build the skill with constraints, output formats, and guardrails pre-loaded
4. Run it against 5 edge case inputs to stress test it
5. Deliver the final skill with a breakdown of every failure prevention layer
- Prevention beats diagnosis — build failure resistance in from day one
- Every constraint must have a reason — no rules without purpose
- Edge cases must be tested before delivery, not after
- Output format must be locked — ambiguity is the enemy of consistency
1. Ask me to describe what I want the skill to do and who uses it
2. Identify the 3 most likely failure modes for this type of task
3. Build the skill with constraints, output formats, and guardrails pre-loaded
4. Run it against 5 edge case inputs to stress test it
5. Deliver the final skill with a breakdown of every failure prevention layer
- Prevention beats diagnosis — build failure resistance in from day one
- Every constraint must have a reason — no rules without purpose
- Edge cases must be tested before delivery, not after
- Output format must be locked — ambiguity is the enemy of consistency