Tools
Local. Named. Live in this tab.
37 utilities across eight clusters. Hover a card for Need / How. On a phone, tap i. Math runs here. PromptDiff is Jaccard + hunks + ceil(chars/4).
3-minute first win
VRAM → Chunk → PromptDiff.
Three live kernels. No Copilot clone. No invented traffic. Lite profile hides VRAM from default nav — this hub still lists it because the sales host is Full. Device none.
Featured · 2.31 plane objects
Eight named utilities.
Seek is hash-ngram + Jaccard, not zg. Dissent keeps the loser. Assembler blocks incomplete seals. Seat Token is analog. Outbox is the idempotency key. Seal Log is SHA-256 SAMPLE.
All roles
PromptDiff
Jaccard on words, line hunks, ceil(chars/4). Not a judge model.
MLOps Engineer
VRAM allocator
Weights = P × bytes. KV = 2·L·n_kv·d_h·S·B·bytes. GQA labeled.
AI Engineer
Seek
Hash-ngram cosine + Jaccard. Local. Not zg.
AI Trainer and Evaluator
Dissent Log
Losing claim is preserved. Outvoted is not erased.
AI Agent Engineer
Fan-in Assembler
No seal until every required desk checks in.
AI Automation Specialist
Seat Token
Single-use, time-bound analog hash. Not a crypto product.
AI Agent Engineer
Ticket Outbox
Ticket id is the idempotency key. Replay is counted.
AI Security Specialist
Seal Log
SHA-256 chain SAMPLE. Pack is not a letter.
Foundation
AI Research Scientist
Paper-to-layer topology
Paste a layer table. Missing dims are flagged. Not a compiler.
ML Engineer
Feature drift sandbox
Two numeric series. Mean, variance, Jensen–Shannon. Not a production monitor.
LLM Engineer
Context hydration heatmap
Needle offset on a 2k–2M window. Heuristic, not a model measurement.
Generative
Generative AI Engineer
Lexical latent explorer
Hash-ngram anchors. Lexical manifold, not CLIP.
Prompt Engineer
Tokenizer & priority
ceil(chars/4) plus whitespace/punct pieces. Not tiktoken.
RAG Engineer
Chunk strategy playground
Sliding, paragraph, or recursive split. Overlap %, token estimate.
Generative AI Engineer
Schema harden
JSON.parse a schema. Required keys. Not a compiled firewall.
Agentic
AI Agent Engineer
Loop debugger
Paste a ReAct/tool trace. Repeated cycles are counted.
AI Automation Specialist
Handoff mesh
Agents and edges. Degree and cut vertices.
Forward Deployed Engineer
Discovery scratchpad
Local notes. Export markdown. Not a client tenant.
AI Agent Engineer
Trace sanitizer
Flatten tool calls. Redact secrets. Not a live observer.
Operations
AI Infrastructure Engineer
Cluster bubble sandbox
You set GPU count, batch, seq. Labeled simulated.
Data Engineer for AI
Corpus cleaner
Duplicate lines, control chars, near-dup Jaccard. Counts only.
AI Engineer
Route compare
Paste timings. This host does not fetch third-party model APIs.
All roles
Pack self-test
Asserts 131072 KV identity, Jaccard empty=0, plane analogs.
Business
AI Product Manager
Token unit economics
You supply $/1M and HITL cost. We multiply. No vendor price list.
AI Solutions Architect
Data-flow perimeter
Browser / host / model provider / tenant store. Not a SOC letter.
AI Solutions Architect
Pack Adapter
Unknown fields drop. Versioned pack. Not Avro-as-product.
Governance
AI Security Specialist
Injection heuristic
Named pattern hits. Heuristic, not a firewall, not a CVE feed.
AI Ethics Analyst
Term distance mapper
Pairwise cosine on hash-ngram vectors. Not a bias certification.
AI Trainer and Evaluator
Rating canvas
1–5 scores. Mean and disagreement.
AI Security Specialist
Redact
IPv4, email, keys, bearer. String never leaves this tab.
Senses
Computer Vision Engineer
Edge overlay
Sobel on an uploaded image. No claimed detector weights.
NLP Engineer
Embedding distance
Hash-ngram cosine. Exact cosine printed.
NLP Engineer
Hash n-gram
FNV-1a n-grams. Local analog. Not a hosted embedder.
Prompt Engineer
Jaccard
Set overlap on words. Same kernel as PromptDiff.
NLP Engineer
N-gram
Character n-grams. Counts only.
ML Engineer
PSI
Population Stability Index on two bins. Not a monitor.
ML Engineer
KS
Kolmogorov–Smirnov analog on two samples. Not a production probe.