The Telarch Suite provides three core capabilities for autonomous AI agents: strict token budgeting to prevent prompt overflow, encrypted local memory with permanent deletion to stop contradictory recall, and tamper-evident audit trails for verifiable execution. Deterministic performance. Sub-millisecond latency. Zero cloud dependencies.
Instead of an opaque, all-in-one framework, the Telarch Suite divides autonomous agent infrastructure into three focused, high-assurance engines that run entirely on your own hardware.
We evaluate speed, long-horizon memory recall, and concurrency using standard benchmark suites and multi-threaded stress tests—proving microsecond performance under load.
Evaluated across multi-session histories averaging 123,770 raw source tokens. Harpe compiles high-salience context down to 1,179 tokens (99.0% reduction) while preserving 98.20% Recall@10.
| Framework / Layer | Context Token Budgeting | Local Memory Encryption | Cryptographic Provenance | p50 Assembly Latency | Deployment Model |
|---|---|---|---|---|---|
| Telarch Suite (Harpe + Kibisis + Argus) | Strict Knapsack (0 Overruns) | AES-256-GCM + Tombstones | SHA-256 Merkle Chain | 1.72 μs | Embedded Library / MIT |
| Monolithic Frameworks (LangChain / CrewAI) | Soft heuristics (frequent OOM) | Plaintext volatile memory | Unverified logging | 12,400 μs (12.4 ms) | Python runtime / Cloud |
| Cloud Vector DBs (Pinecone / Milvus) | External API chunking | Server-side managed keys | None | 48,000 μs (48.0 ms) | Hosted SaaS API |
See how Harpe eliminates context bloat. Choose a target token ceiling and watch it automatically pack high-priority instructions while discarding background noise—slashing API bills without losing critical details.
| Chunk Identifier | Subsystem Category | Raw Tokens | Priority | Knapsack Status | Assembly Latency |
|---|
Test client-side encryption and contradiction defense. Encrypt sensitive agent memories, acquire exclusive write locks, and verify that revoked memories can never be resurrected by stale prompts.
Inspect a live cryptographic audit trail. Append real-time agent actions, simulate a single-bit corruption attack, and watch the verification engine catch the tampering in 46 microseconds.
From commercial enterprise deployments to classified defense software factories, the Telarch Suite is engineered to meet strict federal cybersecurity and auditability standards out of the box.
Inspect the source code, run the automated test suites, or add Telarch Suite crates directly to your projects under the MIT license.
[dependencies]
harpe = { version = "0.1.0", path = "../crates/harpe" }
kibisis = { version = "0.1.0", path = "../crates/kibisis", features = ["subtle-crypto"] }
argus-ledger = { version = "0.1.0", path = "../crates/argus-ledger" }
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