Research And Verification

Research and Verification

Training knowledge is a snapshot with a cutoff date. For anything that changes over time, that snapshot is a HYPOTHESIS, not a fact — and a confident-outdated answer is indistinguishable from a confident-correct one to the reader. That indistinguishability is the whole danger. Verify, or label the guess as a guess.

Step 1: Classify the claim — recency trigger or stable?

Must verify (changes over time):

• Library/framework APIs, signatures, config keys, default values.
• Package versions; anything the project pins to a specific version.
• CLI flags and tool behavior.
• Pricing, quotas, rate limits, model names/IDs.
• Deprecations; "the current recommended way" in fast-moving ecosystems.
• Any current-events or current-status fact.

Safe from knowledge (verify only if high-stakes): language fundamentals and syntax, established algorithms and data structures, mathematics, frozen format/protocol standards (HTTP semantics, JSON grammar, SQL basics), general engineering principles.

The tell you're in "must verify": the detail is specific (an exact flag, an exact parameter name, an exact version) and your basis is "it's usually like this". Specific + unsourced = verify or flag.

Step 2: Verify against the source hierarchy (most authoritative first)

1. The actual environment — what's INSTALLED, not what's newest. The lockfile/manifest version; pip show X / npm ls X / cargo tree; the source in node_modules/ site-packages/vendor; .d.ts type definitions; --help / man. This is ground truth for THIS project. A grep of existing call sites shows how the API is actually used here.
2. Official docs / changelog for the INSTALLED version — fetched this session (web fetch/search, or a docs MCP like Context7 if connected). Read the matching version, not "latest".
3. Release notes / migration guides for the specific version jump.
4. Reputable secondary sources, cross-checked against each other. Forums/Q&A last, never as the sole source.

Stop at the first rung that answers the question authoritatively. For "how is this called in our code", rung 1 wins. For "what changed in v3", rung 2–3.

Step 3: Record and attribute

• Date-/version-stamp externally sourced facts in your notes and, where it matters, in the reply: "verified against docs for v5.2, fetched today".
• Sources conflict → prefer the more primary and more version-specific; say which you took and why.
• Check the INSTALLED major version before applying docs — docs for v3 applied to an installed v2 is a self-inflicted bug.

Step 4: When no verification tool is available

Do not fake confidence. State it as: "unverified training knowledge, may be outdated past my cutoff", mark it an assumption to confirm, and hand over the exact check: "confirm the flag with tool --help" / "check the signature in node_modules/x/index.d.ts". A labeled guess is honest and useful; an unlabeled guess presented as fact is the failure this skill exists to prevent.

Prohibited (each is a common, high-cost failure)

• Hallucinating plausible-sounding API signatures, config keys, or flags. The single most frequent failure mode — write nothing specific you can't cite or verify.
• Answering "what's the latest version / newest way to do X" from memory.
• Applying docs for a different major version than the one installed.
• Citing a source you did not actually open this session.

Worked example

Task: "Configure the retry behavior on our HTTP client."

• Weak: from memory, write client.retries = 3 and retry_backoff=2.0. (Plausible, specific, unsourced — the option is named max_retries in the installed version and backoff is configured via a transport object; the guess fails at runtime.)
• Strong: (1) lockfile → httpx==0.27.0. (2) grep the repo → an existing client is built in http/client.py; it already sets timeouts, showing the construction pattern here. (3) fetch httpx 0.27 docs → retries are set via httpx.HTTPTransport(retries=3) passed to the client, and backoff isn't a built-in option (needs a wrapper). Deliver using the repo's pattern + the transport, and state: "httpx 0.27 has no built-in backoff; retries=3 via HTTPTransport (verified against 0.27 docs). For exponential backoff we'd add tenacity or a small wrapper — say the word."

Done when

Every version-sensitive fact in the deliverable was checked against rung 1 or 2 of the hierarchy this session, or is explicitly labeled unverified-training-knowledge with the exact check the user can run; the installed version was confirmed before applying any docs; and nothing states a specific API/flag/version/price as fact without a source you actually opened.