NlightNFotis

NlightNFotis/skills

Skill Claude Code

Model adversarial users, attackers, malformed inputs, prompt injection, abuse cases, and metric gaming.

NlightNFotis/skills

Skill Claude Code

Check whether APIs, CLIs, and UIs make the right actions obvious and wrong actions hard.

NlightNFotis/skills

Skill Claude Code

Apply Talebian reasoning to software. expose fragility, tail risk, false confidence, harmful intervention, and opportunities for via negativa, optionality, barbell design, and antifragile feedback.

NlightNFotis/skills

Skill Claude Code

Treat deliberate deletion as a healthy biological function. Apply apoptosis vs necrosis, autophagy, senescence, and the principle that not-dying is pathological to deprecation, sunsetting, and pruning.

NlightNFotis/skills

Skill Claude Code

Surface hidden assumptions in code, specs, designs, and debugging plans; classify which are guaranteed, validated, trusted, inherited, or unsafe.

NlightNFotis/skills

Skill Claude Code

Review notifications, prompts, logs, errors, and UI signals for salience, interruption cost, and prioritization.

NlightNFotis/skills

Skill Claude Code

Update beliefs about bugs, hypotheses, and triage decisions using priors, likelihoods, and posteriors rather than gut anchoring on the latest piece of evidence.

NlightNFotis/skills

Skill Claude Code

Check reasoning for anchoring, confirmation bias, availability bias, sunk-cost fallacy, and premature closure.

NlightNFotis/skills

Skill Claude Code

Behavioral finance applied to tech adoption — recognize hype cycles, herding, FOMO, and Minsky moments before deciding to chase the next framework, paradigm, or migration.

NlightNFotis/skills

Skill Claude Code

Decide where to spend engineering effort across competing demands using ROI, hurdle rates, opportunity cost, and zero-based budgeting — and ignore sunk cost.

NlightNFotis/skills

Skill Claude Code

Reconstruct timelines and causal chains from logs, stack traces, commits, artifacts, tests, and changed files before deciding what happened.

NlightNFotis/skills

Skill Claude Code

Improve readability, conceptual flow, naming, API story, and maintainability of complex code.

NlightNFotis/skills

Skill Claude Code

Evaluate code, APIs, docs, and workflows for working-memory burden, chunking, naming, and mental model fit.

NlightNFotis/skills

Skill Claude Code

Apply engineering bring-up and tear-down protocols (FAT, SAT, punchlist, LOTO, mothballing) to service launches and sunsets so systems start clean and end cleanly.

NlightNFotis/skills

Skill Claude Code

Grice's maxims and speech act theory applied to engineering text — error messages, commit messages, log lines, prompts, and PR descriptions. Distinguishes literal meaning from intended effect.

NlightNFotis/skills

Skill Claude Code

Find the current bottleneck, avoid optimizing non-constraints, and reason about throughput and queues.

NlightNFotis/skills

Skill Claude Code

Apply epidemiological reasoning — R0, generation time, susceptibility, contact tracing, herd immunity — to vulnerability propagation, dependency CVEs, credential leaks, bug spread, and incident blast radius.

NlightNFotis/skills

Skill Claude Code

PID controllers and classical control theory applied to autoscalers, congestion control, rate limiters, and any feedback-driven regulator. Use when a system must drive a measured variable to a setpoint without oscillating, overshooting, or stalling.

NlightNFotis/skills

Skill Claude Code

Use nucleation, supersaturation, and crystal growth to reason about standards adoption, pattern propagation, and why some ideas suddenly "take" while others remain dissolved.

NlightNFotis/skills

Skill Claude Code

Use differential diagnosis to triage possible causes by likelihood, severity, and test cost.

NlightNFotis/skills

Skill Claude Code

Track units of measure across code, APIs, and data so unit-mismatch operations are caught at the type, spec, or review level rather than at runtime.

NlightNFotis/skills

Skill Claude Code

Analyze how knowledge is shared across code, docs, tools, tests, teams, and rituals.

NlightNFotis/skills

Skill Claude Code

Look for emergent behavior where simple local rules produce surprising global effects.

NlightNFotis/skills

Skill Claude Code

Act as a senior engineering coach. Review an engineer's recent work across PRs, code reviews, issues, and commits; produce an evidence-cited SWOT and a short list of prioritized, behavioural actions — with room for the engineer to add context and challenge findings.