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Developer Tools

A security checklist for Firefox extension developers

Mozilla's secure extension guidance as a checklist: remote code, DOM insertion, CSP, wrappedJSObject, UI, fingerprinting and third-party libraries.

Oct 18, 20263 min read
Developer Tools

Fine-tuning vs RAG: a decision guide for adding knowledge

Use retrieval for facts that change and fine-tuning for behaviour and format. A decision guide with questions to ask and when to combine both.

Oct 18, 20263 min read
Developer Tools

Fine-tuning FAQ: short answers to common questions

Quick answers on fine-tuning LLMs: data size, cost, LoRA, RAG, safety, forgetting and evals, each with a link to the longer guide for more detail.

Oct 18, 20263 min read
Developer Tools

Fine-tuning data preparation checklist: 12 checks before training

A twelve point checklist for fine-tuning data: sourcing, cleaning, labelling, splitting, privacy and provenance, to run before you spend on training.

Oct 18, 20263 min read
Developer Tools

How to find quantum-vulnerable cryptography in your codebase

A practical search plan for RSA, ECDSA, ECDH and X25519 usage across source, config, certificates and dependencies, before a post-quantum migration.

Oct 18, 20263 min read
Developer Tools

FHIR AuditEvent vs Provenance: which one to use

AuditEvent records that something happened and who did it. Provenance records how a resource came to be. When to use each, and keeping audit honest.

Oct 18, 20263 min read
Developer Tools

Four feature flag types and how long each should live

Release, experiment, ops and permissioning flags have very different lifetimes. Knowing which one you have tells you when it should be removed.

Oct 18, 20263 min read
Developer Tools

Feature flag debt: why every flag needs an expiry date

Old feature flags hide dead code, untested paths and forgotten access rules. How to inventory, expire and remove flags before they become a risk.

Oct 18, 20264 min read
Developer Tools

Fail a CI build on critical findings with the Safeguard CLI and jq

The scan command reports but does not fail the build. A short jq step on the output file adds a severity gate you control, with a note on exit code 2.

Oct 18, 20264 min read

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