Bodha  ·  Cognitive memory for AI agents

Learn. Consolidate. Forget.

Bodha is a cognitive memory system for AI agents, inspired by Patañjali's Yoga Sūtras and the Sāṅkhya model of mind, informed by modern neuroscience, so agents remember what matters, learn the patterns behind it, correct what has changed, and let go of what no longer holds.

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जातिदेशकालव्यवहितानामप्यानन्तर्यं स्मृतिसंस्कारयोरेकरूपत्वात्
jāti-deśa-kāla-vyavahitānām apy ānantaryaṁ smṛti-saṁskārayor eka-rūpatvāt
There is unbroken continuity, even when separated by species, space and time, because memory and impressions are identical in form.
Patañjali · Yoga Sūtra 4.9

Sessions end, models change, conversations scatter.What an agent has learned should not.Bodha carries an agent's understanding across time.Remembered, refined, and open to correction.

01  The problem

Agents have storage, not memory.

Storing is easy. Memory takes discernment: it weighs, revises, learns, and lets go.

  • i.Amnesia. Without lasting memory, sessions start from zero or the same static context. Users or harnesses repeat themselves.
  • ii.Hoarding. Agents that store everything slowly fill with stale and contradictory memories, and recall them with equal confidence.
  • iii.No evidence. When an agent "remembers" something, there is rarely a way to see where it came from, or to correct it.
  • iv.No learning. Memories are recalled; patterns are not learned. Day one hundred works like day one.
02  The insight

Two lenses, one pattern.

Sāṅkhya-Yoga maps the mind as a set of faculties with distinct authority.
Modern neuroscience offers another lens on the same question: how experience becomes lasting memory.

Fig. 1 · An ancient map, a modern science
Sāṅkhya-Yoga

Impression to tendency

Buddhi discerns. Citta holds the impression. Repetition shapes it into tendency.

Neuroscience

Fast, then slow

Attention selects. The hippocampus records. Sleep replay consolidates it into lasting knowledge.

Discern. Hold. Distil.
The heart of Bodha.
03  The mind-stack · अन्तःकरण

The mind-stack, rebuilt for agents.

Sāṅkhya calls the mind the antaḥkaraṇa, the inner instrument. Bodha envisions it as a mind-stack.
Each faculty becomes a component with one job and one boundary. Select a faculty, or follow a flow.

Fig. 2 — Bodha's mind-stackInteractive
RESULTS AFTER EACH TURN REMEMBER इन्द्रियIndriyasI/O अहंAhaṅkāraidentity मनस्Manasworking mind वासनाVāsanālearned tendencies बुद्धिBuddhiintellect · AI agent धीDhīplans each recall धृतिDhṛtidiscernment स्मृतिSmṛtirecollection चित्तCittathe memory substratememories · skills · history धारणाDhāraṇāconsolidation
Swipe to explore →
rememberingconsolidatingrecalling
04  What Bodha remembers

Every kind of memory, on both sides of the relationship.

Bodha's vision spans the full range of memory: about the people an agent works with, and about the agent's own work.

Fig. 3 · Seven kinds, two sides
People

People, organisations, relationships, events, and everything in and around their lives.

Short-term
Workingthe here and now
Long-term
Episodicwhat happened
Semanticwhat is known
Proceduralhow to do things
Prospectivewhat to do later
Externaldocuments and sources
Reflectivewhat is learned about oneself
Agents

Their work, experience, tools, and environment.

Every memory keeps its evidence and its history.

05  The life of a memory

From a passing remark to a lasting tendency.

Experience leaves impressions; repetition turns them into tendencies. The Yoga Sūtras call them saṁskāras and vāsanās.
Bodha calls it personalisation.

01

Perceive

Memories are extracted from each turn.

Live
02

Evidence

Every memory cites its source.

Live
03

Judge

New, an update, or a contradiction?

In development
04

Commit

Versioned, never overwritten.

Live
05

Recall

Classify, search, rank.

Live
06

Sleep

Consolidate, repair conflicts, let go.

In development
07

Tendency

Repeated impressions, distilled.

In development

…and tendencies shape future conversations.

06  Where we are

A working core, in private development.

Nearly there. Bodha remembers well; it is still learning to sleep on it.

0
memories leaked between people across 1,320 cross-person checks in a shared conversation pool.
Internal evaluation
97.6%
of target memories retrieved in the top ten, on HaluMem question probes.
Internal evaluation · 112 probes
100%
of stored memories carry their source evidence.
Internal evaluation
Dhāraṇā sleep cyclesIn development
VāsanāIn development

Figures come from Bodha's internal evaluation. Results on public benchmarks will follow.

07  Early access

Good memory is mostly knowing what to forget.

Bodha is in private development. If you’re interested, write to us.

Built by
Pavan MV

[email protected]