Every processed story in chronological order, with the newest coverage first. Filter by tag, source, or score to drill in.
The guide offers a concrete .NET implementation path for MCP servers, covering transport choice and authentication — areas the source identifies as key practical decisions when building MCP integrations.
The article's central argument — that output contracts, not model fluency, determine whether LLM reviews can participate in engineering workflows like PRs, ADRs, ticketing, and CI gates — reframes the design challenge from prompt quality to schema enforcement.
The tutorial makes the architecture of Gated DeltaNet fully derivable from first principles by tracing the exact theoretical lineage through linear attention, SSMs, and Mamba, rather than presenting it as a black-box model.
Any production MCP server that stores session-keyed state will break at the July 28th cutover unless state is migrated to explicit tool-argument handles before then.
The post documents a concrete failure mode — HTTP transport becoming unworkable for local multi-IDE agentic setups — and shows how a stdio coordinator pattern resolves port conflicts, restart fragility, and routing ambiguity that HTTP cannot cleanly solve in a desktop environment.
The technique gives pipeline builders a structured, low-cost way to distinguish between three distinct failure modes — bad tooling/context, task difficulty, and model capability — each of which requires a different fix.
Without skill-level observability, teams pay input tokens on every request for skills that may never be called, and have no mechanism to detect broken or unused skills — the post describes a concrete path to closing that gap using Claude Code's native telemetry.
The post provides the first concrete, public implementation of the "design loops, not prompts" pattern that Steinberger and Cherny described but never demonstrated, giving practitioners actual configs and skills to study or reuse.
The post identifies a per-turn token cost that accumulates silently in every MCP server deployment, and the `toolbudget` CLI gives developers a concrete way to measure and manage it.
Most integration platforms keep their credential-storing backend closed source or enterprise-gated, meaning teams in regulated industries or with data-residency requirements have very few options for keeping customer tokens fully on their own infrastructure.