SL Method for AI chats: Share to Save, Paste to Load

#webdev #ai #programming #beginners

TLDR

Most chat UIs let you share a conversation link.
That link often acts like a snapshot.
Paste the link in a new tab and the same tuned persona boots up.
No retraining, no reset, no drift.

Canonical notes: SL Method https://github.com/onestardao/WFGY/blob/main/StarterVillage/SL_Method.md
Why I built it and the math engine behind my workflow: WFGY 2.0 core https://github.com/onestardao/WFGY/tree/main/core

Quickstart in 30 seconds

1) Tune the chat until it behaves right
2) Press Share, copy the link
3) Paste the link later to reload the same state
4) Keep multiple links, one link per job

Works on: ChatGPT, Gemini, Perplexity, Grok, Claude
Not true snapshots on: Mistral, Kimi

Why this matters

Real work fails from drift, not just model size.
RAG debugging, red teaming, PRDs, SRE postmortems, T2I style, all suffer when the session resets.
SL Method gives you one click reproducibility with zero infra changes.

You can treat links like save slots.
This unlocks repeatable A B tests, fast incident response, stable writing tone, safer toolformer trials.

Minimal recipe

Name your links
sl_rag_doctor_20240821.txtlink
sl_writer_line_edit_20240821.txtlink
sl_redteam_wave07.txtlink

Keep a tiny warmup line after loading the link.
Example: Warmup: you are in line edit mode only. Do not change voice.

12 scenarios you can copy today

Each shows goal, snapshot, reuse, plus a tip.
Short and practical.

RAG incident responder
Goal: triage retrieval failures without redeploy.
Snapshot: persona with your error taxonomy.
Reuse: paste link on a ticket, drop logs, run the triage script.
Tip: keep separate links for indexing, vector drift, routing bugs.
OCR clinic for messy PDFs
Goal: consistent layout diagnosis.
Snapshot: your page taxonomy and heuristics.
Reuse: paste link, feed 5 sample pages, get the same checklist.
Tip: a second link for CJK or low resource mixtures.
Prompt injection lab
Goal: test attacker vs defender flows safely.
Snapshot: one link per role.
Reuse: open two tabs, paste both links, run the duel.
Tip: version the attacker link with @wave08.
Long form writer with revision memory
Goal: keep tone and structure across chapters.
Snapshot: voice, outline, citation style.
Reuse: paste link for each chapter.
Tip: another link frozen at line edit mode for late passes.
Grant or research proposal engine
Goal: domain correct sections with reviewer POV.
Snapshot: persona tuned on the agency rubric.
Reuse: paste link and feed section notes.
Tip: one link per funder plus a boilerplate assembler.
Codebase librarian
Goal: navigable mental map of a repo.
Snapshot: layout, naming, coding standards.
Reuse: paste link and query by feature.
Tip: second link for release note drafting.
SQL fix and explain
Goal: repair query and teach the reason.
Snapshot: show plan, cost, indexes.
Reuse: paste link, drop the failing query.
Tip: add rule no hallucinated columns.
Security red team plus blue team
Goal: enumerate misconfig and patch.
Snapshot: attacker link with scope limits, defender link with same taxonomy.
Reuse: paste per target, then mirror to produce fixes.
Product requirements gardener
Goal: turn raw notes into clean PRDs.
Snapshot: PRD skeleton with acceptance.
Reuse: paste link per feature, attach call notes.
Tip: PRD summarizer link for exec digests.
Customer support knowledge triage
Goal: normalize bug reports and map to known fixes.
Snapshot: failure codes and escalation rules.
Reuse: paste link, drop ticket body.
Tip: macro generator link for canned replies.
Contract risk scanner
Goal: highlight risky clauses and missing terms.
Snapshot: clause library with thresholds.
Reuse: paste per document.
Tip: separate links for NDA, MSA, DPA.
SRE postmortem drafter
Goal: clean timeline and action items.
Snapshot: IM template with five whys.
Reuse: paste after incident, generate draft.
Tip: blameless rewrite link for publication.

Power patterns

Twin links. creator and editor as two links
A B duel. paste two links side by side for blind tests
Frozen seed. keep one master link untouched then clone
Layered warmup. send one primer line after load
Role islands. one link per role
Compliance scrub. final pass link that only removes risky text
Version tags. @v1.2 in the first line of the frozen prompt
Changelog in prompt. last lines record changes
Fail safe default. when unsure ask three clarifying questions

Team workflow and ops

Keep a shared doc with link names, owners, last audit date
Rotate monthly or after policy changes
Store sensitive links in a secret manager
Keep public demo links sanitized
Record which link produced which artifact

Safety checklist

Do not share links that contain client data
Pin what the persona must never do
Log outputs with the link id used
Use private windows for sensitive work
If uncertain, rebuild from the master seed

Troubleshooting

Link loads but behavior drifts. send a short warmup line
Platform trims your context. rebuild the link and keep the frozen prompt shorter
Teammate sees a different state. they used a different platform model