Step-level agent grading caught 91% of injected faults at hop one, then zero at hop two. Later steps quietly patch earlier mistakes. go.upgradejs.com/sv9 #AIEngineering

Step-level agent grading caught 91% of injected faults at hop one, then zero at hop two. Later steps quietly patch earlier mistakes. go.upgradejs.com/sv9 #AIEngineering
The market pays for outcomes, not architectures. Ship first, refactor later. #AIEngineering #BuildInPublic
If you think AI agents are ready to run fully autonomous R&D, look at what happened when Epoch AI gave two frontier models 3,000 GPU-hours each and no supervision.
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Chronos is a test-time framework that lets LLM-based code agents reason over a codebase's history by distilling merged pull requests into structured experience cards linked through a typed graph, thenβ¦
#DevTools #CodeAgents #AIEngineering #SoftwareEvolution
https://arxiv.org/abs/2610.11578
Prompting agents to follow standards? They forget after context compression. π Sentry's fix: codify expectations as tests, types, and linters instead. β Deterministic beats conversational every time. #AIEngineering #TheHallwayTrack
#Codex #AIEngineering #AIOptimization https://netcontentseo.com/article/legalon-cuts-estimated-daily-codex-costs-by-65-without-slowing-development-1307 (2/2)
Any metric becomes a target once people know itβs watched. So what do you pair with throughput when AI writes a growing share of your code, and how do you keep that pairing honest over time?
This #DZone article explores:
dzone.com/articles/ai-... #EngineeringLeadership #DORA #AIEngineering
Measure accuracy, usefulness, and user action rate. Vanity metrics don't pay. #AIEngineering #BuildInPublic
Context drift: when a multi-agent crew's shared beliefs about the goal go stale
A cache that's never invalidated doesn't know it's stopped being correct β it just keeps serving the vβ¦
https://loopandretry.github.io/posts/multi-agent-context-drift/?ref=bluesky
#AgenticAI #GitHubCopilot #ISV #AIEngineering #SoftwareDevelopment #whiteduck ADN - Advanced Digital Network Distribution GmbH
If you can't replay your agent's decisions, you can't debug it. #AIEngineering #BuildInPublic
Had my coding agent render every page of my side project with zero data. 7 of 12 were a blank white screen. It only ever tested with seeded fixtures, so it never saw what a brand-new user sees. Empty states are now part of done. #claudecode #aiengineering #indiehackers
Two agent systems can fail identically in the trace and differently in fact. 'Know the Shape, Find the Fault' lifts failure-diagnosis accuracy from 0.17 to 0.35 by conditioning on how the agents were wired to talk. Structure is evidence. #MultiAgentSystems #AIEngineering
Which model should your team reuse? Record the taskβs quality result, reference cost, context window, and capability fit beside every shortlist candidate. #AIEngineering #LLM https://temprhq.io/models
AWS just launched Dogwood, a governance language for AI agents that lets you control their actions with temporal conditions. Now agents can check their past actions and outcomes before proceeding. This is a game-changer for secure, reliable AI workflows. #AIEngineering #AWS #AgentCore
Before each task, my coding agent now guesses how many files it will touch. Over 20 tasks: it guessed 3 on average, touched 7. The gap is the useful part. Once it hits 2x its own guess, it stops and re-scopes with me. #claudecode #aiengineering #llm #buildinpublic