How-To / How-to
How to Add Reliable Source Citations to a RAG App
Build traceable RAG citations by preserving source metadata, linking claims to passages, and testing every reference.
Decision intelligence for AI operators
Context Wire separates evidence from inference, follows impact through three orders, and preserves its countercase and rollback.
Background branches
How-To / How-to
Build traceable RAG citations by preserving source metadata, linking claims to passages, and testing every reference.
How-To / How-to
Preserve interrupted AI agent work with a vendor-neutral, schema-validated handoff that records diffs, tests, failures, approvals, and safe recovery.
How-To / How-to
A dependency review method for AI-written pull requests covering lockfiles, vulnerabilities, licenses, provenance, maintenance, and removal.
Interactive signal map
Select a node—or tab through the buttons—to inspect what changes at each stage.
Layer 01 · Signals
Each Signal carries source status, freshness, checked dates, a countercase, and an explicit release state.
3 active fixtures
A three-tier model family makes per-task routing more consequential than choosing one vendor-wide default.
Temporary model pricing makes prototype cost data unsafe as a steady-state budget unless teams model the post-window rate.
A reported US pre-release review framework could make frontier-model launch timing depend on a government process as well as vendor competition.
Layer 02 · Implications
The wire makes the mechanism visible, keeps confidence attached to each step, and gives the strongest countercase a branch of its own.
Impact wire
mixed
Follow the mechanism, not only the headline. The countercase remains attached to the same decision path.
Signal
Checked
01 · First order
Input and output rates differ materially across the family.
A single-model default now embeds a measurable overpayment or quality trade-off.
02 · Second order
Promotion and demotion rules require task-specific failure and retry evidence.
Teams need small repeatable test sets for each workload, not one leaderboard score.
03 · Third order
A workload-level scorecard can compare replacement routes without rewriting the product.
Vendor switching becomes less of a migration event and more of a controlled routing change.
Decision gate
Return the affected workload to the last measured default route.
Layer 03 · Decision
Choose only operating constraints. The same fixture and choices always produce the same ranked brief and reasons. No personal or company-confidential input is requested.
Open the local Brief builderInitial roles
Save or delete on this device. Export and import validated JSON. Nothing is uploaded.