Technical insights into multi-agent orchestration, local protocols, and
developer-centric terminal workflows.
A deterministic check on the agent's output, with one retry, kills a class of wrong answers that no prompt rewrite ever reaches — and gives you a number instead of a vibe.
When a tool call lacks a parameter, the agent's two instincts — fail or guess — are both wrong. Have the server elicit the missing field against a JSON schema and turn a half-specified request into a clean, validated dialogue.
An MCP server exposes resources, tools, and prompts — context the app pulls, actions the model takes, workflows the user invokes. Wiring them to the right controller is how the agent reads your conventions instead of guessing them.
A git pre-commit hook turns 'the agent should run the tests' into 'the agent cannot commit broken code' — a deterministic gate that self-corrects from its own error output and ships with every clone.
Scatter feature-gating logic inline and consistency depends on luck. Collapse the policy into one named helper and make 'call this gate' a rule, and uniform enforcement becomes the default across every endpoint the agent writes.
Asking an agent to review what you say you did grades your spin, not your code. A small MCP server that reads the live diff and carries its own rubric grades reality instead.
Before you write one more anti-hallucination instruction, split each wrong answer into a retrieval failure and a generation failure. The two need opposite fixes, and no prompt rescues context that was never pulled into scope.
The correction you keep re-typing into the chat is a missing command. Fold the recurring ritual into one parameterized verb backed by a rules file, and the workflow stops varying with your mood.
Turn each reported agent failure into a committed synthetic scenario, then replay it headlessly on every change. The bug becomes a permanent guardrail instead of a one-time patch.
Subagents are sold as parallelism. The real win is context hygiene plus model arbitrage: delegate read-heavy investigation to cheap explorers so your expensive model only ever sees distilled findings.