» curated · synthesized
Skip the noise.
Read the signal.
Curated tech news and synthesis for developers and technology professionals.
» Latest posts
867 postsWhen Fine-Tuning Stalls: The Architecture That Took Recall to 92%
A healthcare claims AI stuck at 45% recall on CPT/ICD coding reached 92% by adding a deterministic NCCI validation layer instead of more fine-tuning.
How Much Isolation Do AI Agents Actually Need?
After Asana's MCP data leak, Sedai engineers debate how much session isolation AI agents truly need, weighing security against cost and speed.
useEffect Is Not a Lifecycle Method
Treating useEffect like componentDidMount causes subtle race conditions. The real mental model is synchronization with external state, not timing.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comCodename One Adds RASP, Attestation, and Smart Rating Prompts
Codename One adds a RASP and device attestation API for banking apps, plus a smarter app-review prompt that avoids annoying users.
What Breaks MCP Servers in Production
A look at real production failures in MCP servers—model-unreadable errors, token rotation logouts, schema key rejections, size limits—and the standard built to fix them.
Wiring GA4 into an MCP Server: Making Analytics AI-Agent Friendly
GSC Wizard's MCP server GA4 integration reveals tricky engineering: detecting AI assistant traffic, token rotation, quota locks, and dual-client rendering.
Cinchor brings bound-before, proven-after accountability to AI agents
Cinchor offers accountability infrastructure for autonomous AI agents, enforcing action limits beforehand and producing verifiable proof afterward, via SDKs or a managed gateway.
Real-Time AI Telemetry Streaming with Genkit and Angular Signals
How to stream multi-step Firebase Genkit AI pipeline progress straight into Angular Signals without database writes, replacing generic loading spinners with live status UI.
New method flags risky tool calls in AI agents before they happen
Researchers built a sparse-autoencoder and probe-based toolkit that reads AI agent internals to flag risky or unnecessary tool calls before execution happens.
Deprecated Accessor Trap in AI SDK v7 Silently Erases Agent Memory
In AI SDK v7, result.response.messages now returns only the final step, silently dropping tool calls from history and crippling multi-turn agent behavior in smaller models.