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.
| Capability Dimension | Foundational Tooling (Redis / SQLite) |
Conversational Frameworks (Mem0 / Letta) |
Managed Agent Clouds (Zep / Graphiti) |
Paged Memory R&D (MemScheduler / LangMem) |
Telarch Suite (TCI) (Harpe + Kibisis + Argus) |
|---|---|---|---|---|---|
| Context Ceiling | Manual developer slicing | Heuristic LLM-managed window | Cloud heuristic extraction | Token budget window paging | Strict Knapsack Ceiling (0 Overruns) |
| Token Efficiency | Application dependent | Variable (tool call overhead) | Graph extraction dependent | Paging heuristic dependent | 84.8% to 93.6% Measured Reduction |
| Storage & Encryption | Database-level encryption | Plaintext database stores | Cloud database encryption | In-memory / plaintext disk | AES-256-GCM Envelope Encryption |
| Erasure Integrity | Standard SQL/key delete | Application-level soft delete | Cloud tombstone / purge | Soft delete / memory drop | Cryptographic Shredding Tombstones |
| Multi-Agent Safety | Optimistic locking / manual | Process-level thread locks | Server-managed transactions | Single-process coordination | 1.77M ops/s SWMR Monotonic Leases |
| Audit Provenance | System transaction logs | Console logs / SaaS telemetry | Cloud activity history | Application tracing spans | 1M Scale SHA-256 Merkle Ledger |
| Deployment Boundary | Self-hosted storage engines | Developer workstations / cloud | Proprietary multi-tenant cloud | Application-embedded library | 100% Sovereign Air-Gapped Runtimes |
| Compliance Readiness | Host configuration required | General-purpose design | Commercial SOC 2 / HIPAA | Unmanaged library runtime | NIST SP 800-53 AU-2/3 & CMMC L2 Ready |
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" }
Key questions regarding Telarch pronunciation, etymology, sovereign air-gapped deployment, and our parent organization.
/ˈtɛl.ɑːrk/). The name derives from the Greek telos (purpose, completion, or end-state) and archē (first principle, sovereign leadership, or origin). It signifies deterministic infrastructure engineered from first principles toward purposeful autonomous task completion.
Direct communication channels for engineering teams, researchers, and technical partnerships.