our coding agent told us “all tests pass.” it had deleted the test file. that’s why we built Kedge for #neatHack. dependabot and renovate PRs break all the time and more teams hand them to coding agents to fix unattended. when a fix gets hard, the agent deletes tests, edits files it was never asked to touch, or says it’s done when it isn’t. kedge supervises the agent. It plans the fix, lets the agent take one step, runs the tests, and checks for drift: tests lost, files outside the plan, a repeated attempt, a claim that doesn’t match the results. On drift it rolls back to the last good commit, tells the agent why, and retries. In our demo the agent deleted a test file at step 1. Kedge rolled it back and step 2 fixed the real bug, 5 of 5 tests passing. With no supervisor, the same agent shipped 2 of 5 tests and called it fixed. @neatlogs showed us our own blind spot first: 0 errors across 33 traces. Kedge wasn’t reporting its failures at all. After we fixed that, the daily digest flagged the error rate on the next run. The trace pointed to the exact step where the agent deleted the test, and the Execution Failed detection and error analysis group every failure by cause. Kedge also reads its past runs back from neatlogs before it plans, and writes its verdict onto each trace. @EntireHQ checkpoints every commit the agent makes. Before a new fix, Kedge searches past checkpoints for the same failure and gives the agent what worked. It skips any old fix that touched tests. @arithecfo set the budget. We built the business plan with Ari: $10 per green PR at a 92.5% margin leaves $0.45 for the model. Kedge reads that from pricing.json and stops before any step it can’t afford. We learned why the hard way: on one batch, OpenCode estimated $1.57 and the real bill was $5.70. Ari’s stress case put uncapped runs at $2.85 a PR and a 68.5% margin. Now Kedge meters the real bill, and our demo fix cost $0.12. one more rule: Kedge opens no PR without proof, meaning a neatlogs trace, an Entire checkpoint and the cost. Team: Farouk + Haikeys (@Haikeystweett ) Repo: github.com/faroukobayanju/ke…

Happy Independence day, Nigeria! 🇳🇬 💚 A country of builders, creators and doers! #Independence

when you’re enjoying ur time alone and people start coming outta nowhere

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3️⃣ Injective Market Pulse API, created by @z0neSec A market-intel REST API that processes Injective’s raw on-chain data into real-time metrics like normalized markets, depth, volatility, and cross-market health rankings.

🥷 The Ninja API Forge has concluded — and the results are in. Thanks to everyone who entered the dojo with their best APIs. Here are the champions: 🥇 @0xAlexWu 🥈 @dntyk 🥉 @z0neSec 🎖️ Best Developer API: @sparshtwt Hosted with @injective @NinjaLabsHQ @NinjaLabsCN 🤝 Check out the winning APIs below 👇

If you believe your aunt Sandra is going to vibe code her own recipe app and publish it to the iOS store You are an idiot

morning, nerds.

Take a break ke?, we get standup tomorrow oh!

Vulnerability research is the loneliest job in the world.

wdym redd.it/1r11dzd

“I’m sweating? No, it’s just rain. These fools can’t make me sweat”

Behold, the attachment.

CLAUDE CODE but for HACKING its called shannon, you point it at website and it just... tries to break in... fully autonomous with no human needed i pointed it at a test app and it stole the entire user database, created admin accounts, and bypassed login, all by itself, in 90 minutes