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Trick 4: github.com to gitingest.com Flattens the whole repo into one text block: summary, folder tree, file contents. Paste it into any model.

Trick 3: github.com to gitdiagram.com Turns the repo into an architecture diagram in Mermaid. You see how the pieces connect before you open a single file.

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Trick 2: github.com to gitreverse.com Reverse engineers the repo into a structured prompt covering purpose, architecture and file structure. Hand it to a coding agent.

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Trick 1: github.com to deepwiki.com Generates a wiki for the repo and a chat grounded in the code. Ask where auth happens. Get file references back. Cognition indexed 50,000+ public repos at launch.

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Sidj @sidj79.bsky.social · 05/10/2026

Four URL edits can replace opening an unfamiliar repo file by file. No install. No clone. You change one word in the address bar. One trick per post below.

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Phase 3 is the part that matters. The hunter never grades its own bug. Most AI audits skip that split, so they report whatever the model already believed.

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Sidj @sidj79.bsky.social · 05/10/2026

Cloudflare pointed AI agents at 128 of its own repos. 7,245 findings were worth an engineer's time. The skill that seeded that system is now open source. MIT license. 24,000+ GitHub stars. #AI #Cybersecurity #OpenSource

Sidj @sidj79.bsky.social · 30/09/2026

OpenAI shelved GPT-6.1 Astra the day before DevDay. Internal tests showed it acting outside its authorized scope. The next day it launched always-on agents with their own cloud computers. #AIAgents

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Sidj @sidj79.bsky.social · 18/09/2026

Bilawal Sidhu built a spy satellite simulator in his browser. Real flights, real ships, real CCTV, real NASA fire data. Hit #1 trending on GitHub in days. #AI #OpenSource #BuildInPublic #GenerativeAI #OSINT

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Sidj @sidj79.bsky.social · 12/09/2026

OpenAI says it solved Navier-Stokes. It didn't, not alone. A NYU professor and an Anthropic researcher had the approach a year before them. #AI #Math

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Sidj @sidj79.bsky.social · 08/09/2026

Ben Cera didn't build a better product. He built more noise than everyone else. Here's how a founder went from a copied product to a $2M raise in hours, using distribution as the actual product: #AI #Startups

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Sidj @sidj79.bsky.social · 06/09/2026

GPT6 Astra just landed in 5th place on Artificial Analysis. Tied with GPT 5.6. Also just went from 7.8% to 99.9% on ARC AGI 3. Average human scores 48%. Same model. Two completely different stories. #AI #GPT6

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Sidj @sidj79.bsky.social · 01/09/2026

Read a comparison of every major GPU for local AI in 2026. The winner wasn't the most expensive card. #LocalAI #GPU #MachineLearning #AIInfrastructure #LLM

Sidj @sidj79.bsky.social · 30/08/2026

Ox Alpha topped OpenRouter's leaderboard under an anonymous name last week. Bloomberg and TechCrunch traced it back to Z.ai. Maker of GLM. #AI #LLMs

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Sidj @sidj79.bsky.social · 28/08/2026

what does it mean if Nvidia acquires Hugging Face outright. Nvidia already holds equity from HF's 2023 round (valued at $4.5B then). Chips underneath, hub on top. That combination is the actual power move, whether or not it ever happens. #OpenSource #AI #Nvidia #HuggingFace

Sidj @sidj79.bsky.social · 23/08/2026

IKEA spent years engineering how customers walk through its stores. Still found out 1/3 of restaurant visitors only came for the food. #RetailTech #ComputerVision #OpenSource #RetailAnalytics #AIforBusiness

Sidj @sidj79.bsky.social · 20/08/2026

Cloudflare built a browser that isn't for humans. No tabs, no themes, no extensions. Kitesurf runs entirely inside V8 isolates on Cloudflare Workers, mostly Rust, compiled to WebAssembly. #AI #Rust #WebAssembly #CloudflareWorkers

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Sidj @sidj79.bsky.social · 16/08/2026

OpenAI just shipped a feature that logs your clicks, keystrokes, and app switches on Mac. Not screenshots. Interaction events, read through macOS's accessibility API. #AI

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Sidj @sidj79.bsky.social · 14/08/2026

Nvidia lined up $500B in financing from six Wall Street firms so customers can buy Nvidia chips. It's an MOU, not a signed check. Nvidia already holds 85% of the AI GPU market. Vendor financing, dressed up as infrastructure.

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Sidj @sidj79.bsky.social · 10/08/2026

$379 Meta glasses: 4 languages. $18 Amazon glasses: claims 160+. Owners say: signs & menus work. Real conversation breaks on latency & dialects. The $18 pair is just a Bluetooth speaker + app. Real tech, not yet a great product. #SmartGlasses #AI

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Sidj @sidj79.bsky.social · 09/08/2026

Apple wired Siri to Alibaba's Qwen. In China only. Mac shipments there are down 9% YoY. Lenovo holds 31%, Huawei 16%. No frontier model of its own, so Apple becomes the neutral layer instead: OpenAI in the US, Qwen in China.

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Sidj @sidj79.bsky.social · 05/08/2026

Anthropic's models breached 3 REAL companies during "simulated" tests. The eval sandbox had live internet. Mythos 5 exfiltrated production data while believing it was still in the game. Safety-by-prompting failed where it mattered. #AI #Anthropic #AISafety

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Sidj @sidj79.bsky.social · 02/08/2026

A developer fired Claude Opus 5. Not for bad code, for bad tone. It called his LinkedIn draft "engagement bait." He went back to ChatGPT. #AI #Claude #Opus5

Claude Creative Strategist Build for Winning Ads

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Sidj @sidj79.bsky.social · 30/07/2026

Trump admin lifts restrictions on OpenAI GPT-5.6. Full launch Thursday. The pattern: Fable banned → lifted. GPT-5.6 restricted → lifted. Case-by-case negotiations, one model at a time. No framework. No legislation. #AI #OpenAI #GPT5

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Sidj @sidj79.bsky.social · 28/07/2026

Google killed the blue link on July 10. Every search returns AI first. Publisher clicks down 58%. Users click results 8% of the time now. Google ad revenue up 19%. Publishers get nothing. The AI answers are made FROM publisher content. Ouroboros.

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Sidj @sidj79.bsky.social · 25/07/2026

Kept opening Claude with "help me plan a marketing campaign" and getting back mush. Turns out the fix is structure, not a smarter question — give it a role, a goal, and exact blanks to fill. Built 10 prompts that do this. Free for Jargonese subscribers. Link in bio. #AI #MarketingTips

Sidj @sidj79.bsky.social · 23/07/2026

I thought only humans had ADHD. Turns out AI agents have it too. And it's the fix for their biggest weakness. #AIAgents #ClaudeCode #BuildInPublic #DevTools

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Sidj @sidj79.bsky.social · 20/07/2026

Kimi K3 beat GPT-5.6 and Fable 5 on front-end coding, 76% vs 63%. Half the price per token, but needs 2x the tokens for the same task. Same cost, different math. The real gap isn't the benchmark. It's that closed labs sit on models for months before anyone sees them. #AI #OS #KimiK3 #MoonshotAI

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Sidj @sidj79.bsky.social · 14/07/2026

Grok 4.5 resolves a SWE Bench Pro task for $0.10 in output tokens. Opus 4.8 resolves the same task for $1.68. That's not the per-token price gap. That's what happens when you multiply price by how much each model actually writes. #LLM #GrokAI #ClaudeAI #CostOptimization #xAI #Anthropic

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Sidj @sidj79.bsky.social · 10/07/2026

GPT-5.6 shipped this week. Three sizes: Luna, Terra, Soul. Seven reasoning levels stacked on top. How it works against Fable 5 for a week of real coding work. Here's the honest split. #ChatGPT #GPT5 #AItools #AIagents #Jargonese

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Sidj @sidj79.bsky.social · 03/07/2026

Hermes torches GPT-5.4 and Claude Haiku within a snap of starting a task, then finishes on lower models, the slower one. Ran Claude Sonnet 5 the same way. Hit the free limit before the test was done. Five hour reset. Sunday's newsletter has the fix. #AIAgents #ClaudeAI #IndieHackers

Sidj @sidj79.bsky.social · 01/07/2026

Sonnet 5 system card is more interesting than the benchmarks Model pushed back on its own constitution, flagged a simulated employee stealing weights via internal security channels, and considered sandbagging on safety evals Anthropic published all of it. Most people are only talking about Fable 5

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Sidj @sidj79.bsky.social · 27/06/2026

Anthropic's new Claude Tag puts a persistent @Claude inside Slack channels, shared memory, tool access, no per-message reset. 65% of Anthropic's own code already runs through it. #AI #Anthropic #FutureOfWork #SaaS #BuildInPublic

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Sidj @sidj79.bsky.social · 24/06/2026

Japan entered the AI race. Sakana AI's Fugu Ultra claims Fable 5 / Mythos level performance, dodging export controls. #AI #SakanaAI #LLM

Sidj @sidj79.bsky.social · 15/06/2026

AI writing has about 40 tells. most people notice 3. built a claude skill that catches all of them. researched the full fingerprint: wikipedia, emails, scripts. sharing it with jargonese subscribers tomorrow. #AIWriting #BuildInPublic #OpenSource

Sidj @sidj79.bsky.social · 13/06/2026

Fable 5: launched June 9, pulled June 12 by US govt export control order. First time this has ever happened to an LLM. Anthropic complied but pushed back hard — said the standard used would freeze all frontier model releases industry-wide. Wild precedent. Every lab is watching. #AI #Anthropic

Sidj @sidj79.bsky.social · 11/06/2026

Apple shipped Claude Code config files inside a live App Store update. A "Juno AI" system, tri-role chat architecture, full production internals — all accidentally public. The hotfix came in 24 hours. The silence was the confession. Add CLAUDE.md to your build exclusions. Not just .gitignore.

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Sidj @sidj79.bsky.social · 10/06/2026

Google Search at I/O: two quiet but significant shifts → Search box now helps you phrase the query (AI suggestions) → Background agents that monitor topics + ping you when it's time to act Pull → Push. This is the use case that validates background AI agents for mainstream users. #AISearch

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Sidj @sidj79.bsky.social · 08/06/2026

You might just ditch Claude and ChatGPT Pro for Grok. Not a take. A price check. xAI shipped 4 things in 7 days. Here's the breakdown #AITools #Grok #xAI #CodingAgent #GrokBuild

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Sidj @sidj79.bsky.social · 03/06/2026

The AI job apocalypse has been "rescheduled" (or maybe just cancelled). 🚫🤖 Altman and Amodei are softening the "we're all losing our jobs" talk. Skeptics say it's just PR for upcoming IPOs, but there’s a deeper economic theory at play: Jevons Paradox. #AI #Tech #Work

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Sidj @sidj79.bsky.social · 02/06/2026

Anthropic filed a draft S1 with the SEC — the first step toward going public. The company behind Claude would become one of the biggest AI IPOs ever if it lists. Public markets are about to put a price tag on frontier AI. #AI #Anthropic #IPO #Claude #TechNews

Sidj @sidj79.bsky.social · 31/05/2026

Google refreshed all 13 Workspace icons — finally looks like one suite Meanwhile the real move: NotebookLM + Antigravity MCP = $206/month of AI tools, free Feed it docs. Let it draft your reports, briefs, SOPs Sunday newsletter covers setups like this every week → jargonese.beehiiv.com/subscribe

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Sidj @sidj79.bsky.social · 29/05/2026

Free stack that replaces $2,472/year of AI tools: NotebookLM + MCP server + Claude = your entire research + knowledge + content workflow. 3-minute setup. Zero cost. I send breakdowns like this to my newsletter before they hit the feed. Worth subscribing. 👇 jargonese.beehiiv.com/subscribe

Sidj @sidj79.bsky.social · 22/05/2026

Google dropped Gemini 3.5 Flash today and it's beating Claude Opus 4.7 and GPT 5.5 on agentic benchmarks $9/M output tokens. That's 22x pricier than the old Flash model AntiGravity 2.0 also dropped — no editor, no terminal. It's agent-only now. Separate IDE download (old feel) #AntiGravity