1,108 stories
Polylane's autofix used to be a workflow of multiple agents, each responsible for a single task, with an orchestrator managing state between them. We moved to a single agent which does the entire job, from evidence gathering, hypothesis testing to pull request.
A practical buyer’s guide to evaluating AI agent development companies on production evidence, security, testing, integrations, operations, and total cost.
AI can write code quickly, but shipping reliable software remains a human endeavor. The operating model I've built at Ariso: sprint planning becomes a dashboard of to-dos, I rewrite each in my own words inside Ivan, Ivan opens draft PRs, and custom widgets surface the review queue.
What building Relaticle’s MCP server taught us about schemas, shared custom-field validation, authorization, and client discovery.
An agentic OS is a real layer of responsibility, not a product you can buy. Here is where the operating system metaphor holds, the four places it breaks, and the seven questions to ask any vendor claiming to be one.
Replicas now learns personal and team-wide preferences in the background as engineers work, then carries them into every workspace and harness.
Self-hosted AI agents take a weekend to stand up. Operating them takes a team. A day-2 cost breakdown of uptime, containers, scheduling, state, observability, secrets and approvals, plus the self-hosted vs managed vs hybrid decision table.
HFresh is Weaviate's disk-based vector index for memory-efficient vector search, combining low heap usage with incremental background maintenance.
2.8 million AI agent API calls a day across 4,892 storefronts. Building access control for a platform where most principals are machines.
Lobe Eval runs agents through LobeHub’s actual product execution path in a stateful, resettable tool environment. Each run is judged using execution traces, tool results, and artifact evidence, while Pass³ measures how often a Case passes in all three runs.
A field guide to Karpenter failures: pending pods, LaunchFailed, VCPULimitExceeded, NodeRegistrationHealthy, and DisruptionBlocked - what each one means and where the evidence lives.
Large documentation sites were hitting Mintlify's 100,000-character llms.txt limit and omitting pages. We rebuilt generation as a hierarchy of files so agents can reach every page without loading the entire index.
Software factories need speed & quality. Ship fewer bugs by testing in layers; fast tests first, then deeper validation
A hot take sparked by a Reddit thread about AI burnout: junior engineers should still learn data structures, architecture, and system design, because none of it is tied to a specific language.
It's time to apply a true engineering mindset to deploying coding agents. Set up a closed-loop system in the cloud where every agent is tracked and measured against your own data and workflows, so you can tune your setup on real data instead of vibes.
Weaviate 1.39 promotes the Boost API and MMR diversity selection to GA, previews 4-bit Rotational Quantization, and ships an experimental Search REST API.
How coding agents inspect external open-source dependencies across the software development lifecycle (SDLC).
Four working ways to get an OpenAPI 3.1 spec out of a codebase that never had one, what each approach misses, and how to keep the result true.
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