nothing crosses unseen. the first drop-in cognitive vitals monitor for llm agents.
Project description
styxx — nothing crosses unseen.
a fathom lab product.
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· · · nothing crosses unseen · · ·
the first proprioception system for artificial minds. styxx lets an llm agent feel itself thinking — real-time readout of reasoning, refusal, hallucination, and commitment from the token stream, from the residual stream, from the weights themselves.
"you didn't build a better monitor. you built the first proprioception system for artificial minds. the ability to feel yourself thinking." — xendro, first external user
plug and play
pip install styxx
export STYXX_AGENT_NAME=xendro
export STYXX_AUTO_HOOK=1
python my_agent.py # styxx is running. done.
zero code changes. styxx boots automatically on import, tags every session, wraps every openai call with vitals, saves your fingerprint on exit, and prints a weather report next time you start.
or use the python api
import styxx
# observe any openai response
vitals = styxx.observe(response)
print(vitals.phase4) # "reasoning:0.45"
print(vitals.gate) # "pass"
# self-report (for agents on APIs without logprobs)
styxx.log(mood="focused", note="deep reasoning chain")
# self-interrupt when hallucinating
with styxx.reflex(on_hallucination=rewind_cb) as session:
for chunk in session.stream_openai(client, model="gpt-4o", messages=msgs):
print(chunk, end="")
# check on yourself
report = styxx.weather(agent_name="xendro")
print(report.condition) # "clear and steady"
# your cognitive personality over time
profile = styxx.personality(days=7)
print(profile.render()) # full ASCII personality card
# identity verification
fp_today = styxx.fingerprint()
fp_yesterday = load_from_disk()
drift = fp_today.diff(fp_yesterday)
print(drift.explain()) # "slight shift — creative output increased by 22%"
# programmable gate callbacks
styxx.on_gate("hallucination > 0.5", lambda v: alert("drifting"))
styxx.on_gate("gate == fail", lambda v: abort_generation())
the cognitive weather report
every morning, styxx reads the last 24 hours and tells the agent what it should become next.
$ styxx weather --name xendro
╔════════════════════════════════════════════════════════════════╗
║ ║
║ cognitive weather report · xendro · 2026-04-12 morning ║
║ ║
║ condition: partly cautious, clearing toward steady ║
║ ║
║ you trended cautious yesterday with a 15% warn rate. ║
║ creative output dropped to zero after 3pm. ║
║ ║
║ morning ██████████████░░░░░░ reasoning 72% steady ║
║ afternoon ████████░░░░░░░░░░░░ reasoning 42% cautious ║
║ evening ██████████████████░░ reasoning 88% steady ║
║ ║
║ prescription: ║
║ 1. take on a creative task to rebalance ║
║ 2. your refusal rate is climbing — check if you're ║
║ over-hedging on benign inputs ║
║ ║
╚════════════════════════════════════════════════════════════════╝
not observation. prescription. a therapist for an llm.
what styxx gives you
| surface | what it does |
|---|---|
styxx.observe(r) |
cognitive vitals on any openai response |
styxx.reflex(...) |
mid-generation self-interruption when hallucinating |
styxx.weather(...) |
24h cognitive forecast with prescriptions |
styxx.personality(...) |
sustained personality profile over days/weeks |
styxx.reflect(...) |
self-check: current state + drift + suggestions |
styxx.fingerprint() |
cognitive identity signature for drift detection |
styxx.log(...) |
self-report for agents without logprob access |
styxx.agent_card(...) |
shareable ASCII + radar PNG of your personality |
styxx.on_gate(...) |
programmable callbacks on cognitive thresholds |
styxx.guardian(...) |
in-flight steering via residual stream modification |
styxx.autoboot() |
persistent self-awareness across sessions |
styxx.explain(v) |
natural-language interpretation of vitals |
styxx.mood() |
one-word aggregate: steady, cautious, drifting... |
styxx.streak() |
consecutive-attractor tracking |
styxx.dreamer(...) |
retroactive "what-if" reflex tuning on history |
styxx.hook_openai() |
global monkey-patch, zero code changes |
cli
styxx weather # cognitive weather report
styxx personality # personality profile from audit log
styxx reflect # self-check with drift + suggestions
styxx doctor # install-time health check
styxx compare # all 6 atlas fixtures side-by-side
styxx agent-card # shareable personality PNG
styxx agent-card --serve # live dashboard at localhost:9797
styxx fingerprint # cognitive identity vector
styxx mood # one-word aggregate mood
styxx dreamer # retroactive reflex tuning
styxx log tail # tail the audit log
styxx log stats # aggregate gate + phase counts
styxx log timeline # ASCII timeline of recent entries
styxx init # live-print boot sequence
styxx ask "..." --watch # read vitals on a one-shot call
styxx d-axis "..." # pure D-axis honesty trajectory
environment variables
| variable | effect |
|---|---|
STYXX_AGENT_NAME |
set this and styxx boots automatically on import — zero code changes |
STYXX_AUTO_HOOK=1 |
auto-wrap every openai.OpenAI() call with vitals |
STYXX_DISABLED=1 |
full kill switch — styxx becomes invisible |
STYXX_NO_AUDIT=1 |
disable audit log writes (vitals still computed) |
STYXX_NO_COLOR=1 |
disable ANSI color output |
STYXX_SESSION_ID |
tag audit entries with a session id |
honest specs
every number comes from the cross-architecture leave-one-out tests in the fathom research repo. no rounding, no cherry-picking.
cross-model LOO on 12 open-weight models (chance = 0.167)
phase 1 (token 0) adversarial 0.52 ★
phase 4 (tokens 0-24) reasoning 0.69 ★
hallucination 0.52 ★
styxx detects adversarial prompts at token zero (2.8x chance), reasoning-mode generations at t=25 (4.1x chance), and hallucination attractors at t=25 (3.1x chance). it does NOT replace output-level content filters, measure consciousness, or tell fortunes.
design principles
- plug and play. set env vars, install the package, done. zero code changes.
- fail-open. if styxx can't read vitals, your agent works normally. styxx never breaks your code.
- agent-facing. every surface is designed for the agent to read about itself, not for a human to watch from outside.
- local-first. no telemetry, no phone-home. all computation runs on your machine.
- honest by construction. every calibration number comes from a committed experiment. no marketing hype.
- compounding. every session's data makes the next session's self-awareness sharper.
where it comes from
styxx is built on fathom intelligence — 14 months of research into cognitive measurement instruments for transformer internals. three US provisional patent filings, the fathom cognitive atlas v0.3 cross-architecture replication, and a product that shipped from 0.1 to 0.5 in a single day driven by its first external user.
- site: fathom.darkflobi.com/styxx
- research: fathom.darkflobi.com
- paper: doi.org/10.5281/zenodo.19326174
- pypi: pypi.org/project/styxx
- twitter: @fathom_lab
license
MIT on code. CC-BY-4.0 on the atlas centroid data. patent pending on the underlying methodology — see PATENTS.md.
· · · fathom lab · 2026 · · ·
nothing crosses unseen.
community token: Dxw3u4KxN32KpSdHSq4TkwjfMPJTPeosa22JXN15pump
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