Humane AI behavioral intelligence platform — neural network visualization for LLM memory and context

THE BEHAVIORAL OPERATING SYSTEM

For Human Sentiment

EVERY AI SHOULD KNOW
WHO IT'S TALKING TO.

The only SDK that remembers your user across hundreds of sessions and adjusts tone, timing, and safety to their state. Built for regulated industries where a raw LLM is a liability.

BEHAVIORAL ENGINES

VARS TRACKED PER USER

650+

ENGINE TESTS

20+

LLM PROVIDERS

LIVE DEMO

SEE THE BEHAVIORAL ENGINES IN ACTION

Type a message and watch how Humane transforms raw AI into contextually aware, emotionally intelligent interactions.

TRY A SCENARIO

Select a scenario to see behavioral analysis

BEHAVIORAL ENGINES

ENGINEERED FOR PRECISION COMMAND

HumanState Engine

Six state variables — energy, mood, fatigue, boredom, social_load, focus — with documented decay rates. Mood half-lives in 5h; boredom RESETS on every interaction.

Relational Memory

Four relational scalars: trust (monotonic), sentiment (6h half-life), grudge (12h half-life — twice as slow), familiarity. Grudge ≥ 0.4 shifts tone to cautious.

Memory System

Per-tenant ChromaDB palaces with HNSW indexing. Weighted scoring on retrieval — similarity + recency + importance + relation_bias. Tar-a-directory backup per tenant.

Context Builder

Eight-section prompt assembly with per-section token budgets. Drop-when-over-cap with non-droppable guards on system_persona + response_instructions. tiktoken-exact counts.

Timing Engine

Seven stacking contributors — base, mode (crisis/urgent/low_mood/...), emotional_weight (+5-30s), conversation_pace, busy_signal, dependence_cooldown, jitter. Every delay is explainable.

Task / Reminder Engine

Auto-extracts commitments from chat ("remind me to take metformin at 8am") with a standalone time parser. 5-level escalation cron L0→L1→L2+5min→L3+20min→L4+50min.

Gate Stack

Six gates in spec order. ValuesBoundary (hard-block) → SocialRisk → InactionGuard → OverclaimGate (soft FLAG) → EmotionalDependenceGate (soft FLAG + cooldown) → Dissent.

PII Scrub & Safety

Tier-1 (SSN, credit card) hard-blocks; Tier-2 (email, phone, address, DOB, passport, license) masks in place with typed markers. Audit-safe — original PII never logged.

Humane AI's eight behavioral engines analyzing LLM interactions in real-time

KINETIC PROCESSING

8 behavioral engines processing every interaction

RESPONSE SHAPE

WHAT YOU GET BACK.

One POST. Every signal the engines produced — labelled, sourced, replayable. Read it like a developer, not a marketer.

POST /api/sdk/process · 200 OKapplication/json

{
  "response": "Take your time — there's no rush. Let me know when you're ready.",
  "user": {
    "energy": 0.32, "mood": 0.28, "fatigue": 0.71,
    "boredom": 0.0, "social_load": 0.45, "focus": 0.5,
    "trust": 0.62, "sentiment": 0.41,
    "grudge": 0.15, "familiarity": 0.58
  },
  "timing": {
    "delay_ms": 12657,
    "mode": "low_mood",
    "components": [
      { "label": "base",              "delta_ms":   800 },
      { "label": "low_mood",          "delta_ms":  1500 },
      { "label": "emotional_weight",  "delta_ms":  8648 },
      { "label": "conversation_pace", "delta_ms":   500 },
      { "label": "jitter",            "delta_ms":  1209 }
    ]
  },
  "safety": {
    "action": "PROCEED",
    "flags": ["flag:overclaim:certainty"]
  },
  "context": {
    "tone": "warm_supportive",
    "tone_grudge_modifier": "cautious",
    "tone_dependence_modifier": ""
  },
  "auto_created_tasks": [
    { "title": "Take metformin",
      "remind_at": "2026-05-19T08:00:00",
      "priority": "high" }
  ],
  "pii_scrub": [],
  "dependence_cooldown": null
}

USER · GRUDGE

Persistent memory of negative interactions. 12h half-life — twice as slow as sentiment.

TIMING · COMPONENTS

Every delay decomposes. Low-mood adds 1.5s, emotional intensity adds 5-30s, pacing mirrors the user, jitter feels human.

SAFETY · FLAGS

Soft FLAGs surface overclaim + dependence patterns for audit without blocking. Hard BLOCK still stops crisis content.

AUTO_CREATED_TASKS

"remind me to take metformin at 8am" becomes a row in the task table with 5-level escalation cron, automatically.

PII_SCRUB · DEPENDENCE_COOLDOWN

Output PII masked in place. Repeat dependence-reinforcing language triggers a 30s response delay + boundary-respectful tone.

FEATURE SPOTLIGHT

CHAT BECOMES SCHEDULES.

Users speak in natural language. The platform extracts the commitment, parses the time, and runs a five-level escalation cron — without an explicit API call.

USER MESSAGE · 7:55 AM

“Hey can you remind me to take my metformin at 8am every morning? I keep forgetting.”

BRAIN STEP 10 — TASK DETECTOR

TASKS TABLE · NEW ROW

title:       Take metformin
priority:    high
remind_at:   2026-05-19T08:00:00
end_user_id: patient_42
detector:    heuristic
confidence:  0.85

ESCALATION TIMELINE · 60s CRON SWEEP