Distill
Memory framework
First committed by Siddhant-K-code
Published in Siddhant-K-code/distill. Publisher page
198 GitHub stars
What it is
Context intelligence layer for LLM agents: persistent memory with write-time dedup, sensitivity tagging, conflict detection, and hierarchical decay. ~12ms. No LLM calls. MIT.
AutoGineer overview, from the brain’s own files
Distill is a framework designed to serve as a context intelligence layer for LLM agents. It provides persistent memory capabilities, allowing agents to maintain context across sessions. The system includes features for deduplication, sensitivity tagging, conflict detection, and hierarchical decay of information. It is designed to integrate with various environments, including Claude Desktop and Cursor, via an MCP server, and provides REST API endpoints for broader agentic applications.
How it works
Memory model: Hybrid
AutoGineer overview, from the brain’s own files
Distill functions as a memory layer that manages agent context through a series of internal packages. It handles data ingestion, deduplication, and embedding to organize information. The system uses a memory model that supports persistent storage and retrieval, allowing agents to access relevant context. It includes tools for session management, token-budgeted context windows, and handoff capabilities for decision-to-documentation workflows.
| Folder | Role | Files |
|---|---|---|
| .github | agent-config | 5 |
| docs | docs | 17 |
| examples | examples | 4 |
| pkg | source-code | 115 |
| scripts | scripts | 5 |
| tools | scripts | 2 |
| cmd | folder | 34 |
| grafana | folder | 1 |
| internal | folder | 119 |
| mcp | folder | 4 |
| research | folder | 105 |
| testdata | folder | 27 |
Requirements
Apps: Docker
Runtimes: Go
Databases: Pinecone, Qdrant, Redis, SQLite, Weaviate
API keys (by name): COHERE_API_KEY, DISTILL_API_KEY, OPENAI_API_KEY, PINECONE_API_KEY
Works with: Claude apps
Set it up
This brain runs code automatically: 1 script. Review Makefile before opening the folder in Claude Code. No step below turns a hook on for you.
Makefile:$(GO) install $(GOFLAGS) -ldflags "$(LDFLAGS)" .
- Not scanned by AutoGineerThe author’s MCP configuration (README.md) also starts it in a way AutoGineer does not offer. Read that file: AutoGineer did not scan that path; what it runs is listed under “This brain runs”. https://github.com/Siddhant-K-code/distill/blob/2417e00dabe498eb8187f4544f001d5a49fbdb45/README.md
- Not scanned by AutoGineerThe author’s README also describes installing it from a clone of its repository. Read its install section: AutoGineer did not scan that path. https://github.com/Siddhant-K-code/distill/blob/2417e00dabe498eb8187f4544f001d5a49fbdb45/README.md#go-install
- Not scanned by AutoGineerThe author’s README also describes installing it with go install. Read its install section: AutoGineer did not scan that path. https://github.com/Siddhant-K-code/distill/blob/2417e00dabe498eb8187f4544f001d5a49fbdb45/README.md#go-install
First committed by Siddhant-K-code. Published in Siddhant-K-code/distill. Licence: MIT License.
Usage
AutoGineer overview, from the brain’s own files
- Integrating persistent memory into LLM agent workflows.
- Managing context windows across multiple agent sessions.
- Implementing deduplication and sensitivity tagging for agent data.
- Using the MCP server to connect agent memory to desktop clients.
- Automating decision-to-documentation bundles via handoff capabilities.
- “Retrieve the context from the last session regarding the project architecture.”
- The agent accesses the persistent memory layer to provide the relevant architectural details stored in the previous session.
- “Summarize the recent decisions made in the current development sprint.”
- The agent uses the handoff capability to bundle and present the documented decisions stored within the system.
Documentation by Siddhant-K-code
Read the documentation at the source
docs/local-context-control-v1-status-and-v2-amendment.md
Local context-control v1 status and prospective v2 amendment
Frozen v1 status
V1 remains frozen. Its implementation, preregistration, corpus, contexts, schedule, identities, consumed authorization, attempt ledger, private execution marker, durable recovery lock, and sealed aborted record must not be deleted, rewritten, reinterpreted, or rerun.
The one authorized v1 attempt aborted during adapter startup before observation
The Python adapter parsed the Go-written
runtime-manifest.jsonwith a payload-only strict decoder, rejected the file's normative single terminal LF as trailing JSON bytes, and exited before model verification,import mlx,mlx_lm.load, or a ready envelope. There were zero call directories, receipts, completion records, result summaries, observations, model loads, network requests, provider calls, cloud calls, or held-out accesses.
The v1 classification is
invalid_pre_observation_adapter_startup_failure; rerun is prohibited. The
sealed private aborted-record digest is
821ba7bc9b845ef32e199df396f0a17f3c05ea49d3acd8f98f9d31b18ccca8a7.
Independent security and methodology reviews approved this classification.
Before authorization, four wrapper attempts also failed with zero model loads
and zero outcomes. The consumed startup abort is the fifth startup event and
also produced zero model loads and zero outcomes.
Prospective v2 boundary
V2 is not a retry of v1. It is a separate protocol, schedule, authorization, attempt-ledger, run, result, CLI, adapter, schema, domain-separation, and output namespace universe. It was designed after an outcome-free startup failure and before any local-model output existed. Outcome selection is therefore impossible: there was no v1 model outcome available to inspect, tune against, accept, reject, or suppress.
The independently validated corpus and context content may remain substantively the same, but v2 uses new seeds, transform/compiler versions, protocol identity, schedule ordering and identity, observation IDs, schemas, package identity, and authorization bindings. V2 remains a provider-independent local development/calibration study, excludes TypeSafe/AgentTrace held-out evidence and cloud access, and authorizes no spend.
Normative JSON framing
Distill-native structured identities use RFC 8785/JCS. The inherited frozen model aggregate identity alone retains its separately documented legacy sorted/indented serializer.
On-disk canonical JSON is one UTF-8 JCS value followed by exactly one LF. Missing LF, multiple LF, CRLF, trailing whitespace, prose, a second value, leading whitespace, duplicate or nested duplicate keys, nonfinite numbers, out-of-range exponents, and a wrong top-level type fail closed.
Stdin/stdout transport frames are one UTF-8 JCS object followed by exactly one transport LF. Only the framing layer removes that LF; the payload parser receives LF-free bytes and rejects all other leading or trailing bytes.
JSONL is one canonical object per line with one LF after every record, including the final record.
Go and Python implement separate file and frame readers. A cross-language known-answer conformance receipt covers valid vectors and every adversarial class before adapter-check or authorization can succeed.
Adapter-check and attempt boundary
adapter-check is mandatory before authorization. It runs the exact committed
v2 adapter under env -i semantics, python -I -B -S, offline cache flags, and
the deny-network sandbox. It validates source commit/tree, binary build
provenance, adapter, interpreter, runtime, model, package, protocol, schedule,
host preflight, all input file hashes, and an absent path-bound run namespace.
It executes Go/Python framing conformance, emits a content-addressed owner-only
receipt with model_loaded=false and network_allowed=false, and exits without
importing MLX, calling load(), creating the run namespace, or writing model
caches or bytecode.
Authorization reconstructs every binding and rejects a copied check directory, stale receipt, namespace reuse, or any source, binary, adapter, interpreter, runtime, model, package, protocol, schedule, or host-identity drift. A failed adapter-check creates neither an authorization directory nor an attempt ledger. The successful check directory contains its own locked, path-bound use ledger; authorization consumes it exactly once to prevent receipt replay.
Run startup repeats all fail-closed validation and starts the adapter in a
preload handshake. The preload process verifies the copied canonical package,
authorization, adapter-check, model, runtime, source, and output bindings and
returns model_loaded=false. Only after that handshake succeeds does the Go
runner create the private adapter workspace, append and sync the sole attempt
entry, and issue the explicit load frame. Any failure after ledger consumption
is a terminal preserved abort; no outcome-dependent retry is allowed. Any
failure before consumption may be corrected only while the receipt and all
bound inputs remain valid and no attempt exists.
Filesystem snapshot rollback by a malicious owner remains outside the executable threat model. Independent custody must preserve the adapter-check, authorization ledger, and run namespace through review.
Result contract
Any public v2 result must disclose the v1 invalid boundary, four pre-authorization wrapper failures, one consumed startup abort, zero v1 observations, and zero v1 model loads. It must state that v2 was prospective before model output and that outcome selection was impossible. Absolute performance remains conditioned on the frozen quiescent host, AC power, memory, swap, disk, unrelated-process, sleep-inhibition, and deny-network requirements.
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Advantages
- Provides persistent context memory across sessions. evidence: docs/README.md
- Supports token-budgeted context windows. evidence: docs/README.md
Limitations
- Requires configuration of environment variables or CLI flags for operation. evidence: docs/README.md
Security
Risk level: No risk found
This brain runs
Install scripts (1)
Makefile(make install):$(GO) install $(GOFLAGS) -ldflags "$(LDFLAGS)" .
MCP servers (1)
README.md(distill):/path/to/distill mcp --memory --session
Attribution and licence
- First committed by
Siddhant-K-code
- Publisher
- Siddhant Khare (Community)
- Source
- Siddhant-K-code/distill · commit 2417e00
- Licence
- MIT License (files served here)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
- Contributors
- Siddhant-K-code
AutoGineer is not affiliated with or endorsed by Siddhant-K-code.
Install from source
445 of its files are not served here, so there is no ZIP. Siddhant-K-code/distill at 2417e00