Peridot v1.5.3 - ZAT-SCS

[uncoalesced]

Peridot - Changelog

Engineered by uncoalesced

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[v1.5.3-ZAT_SCS] - 2026-07-18

Name: Peridot v1.5.3 STABLE - Zero-Overhead Active Telemetry and Speculative Context Streaming

Telemetry & Sensory Processing (Predictive Core)

• High-Frequency Telemetry Daemon: Shipped a multi-threaded sensory loop running at 10Hz to continuously calculate real-time user interaction probability P(I_t).
• Asynchronous Keystroke Monitor: Integrated an isolated pynput global hook using a sliding-window array (max capacity 10) to map typing interval acceleration f(C).
• Non-Blocking Acoustic Envelope Tracker: Leveraged a sounddevice InputStream capturing raw acoustic buffers to track root-mean-square (RMS) ambient density g(A).
• State Decay-Acceleration Model: Engineered the dynamic temporal decay equation: P(I_t) = min(1.0, P(I_{t-1}) * e^(-lambda * dt) + w_key * f(C) + w_aud * g(A)), triggering speculative preemption at the critical theta threshold of 0.65.

Sovereign GPU Orchestration & Compute Partitioning

• CUDA MPS Dynamic Slicing: Implemented an active hardware governor that programmatically throttles background volunteer compute (Folding@Home) to 10% SM occupancy when P(I_t) reaches threshold, and suspends it to 0% SM during inference.
• Platform-Agnostic Process Spawning: Implemented fallback mocking on Windows NT environments, while securely managing Linux pipeline subprocess allocation via shell=False and CREATE_NO_WINDOW suppression.
• UVM Memory Weight Pre-mapping: Exported GGML_CUDA_ENABLE_UNIFIED_MEMORY=1 during speculative states to pre-map active LLM weights into the physical GPU page tables during typing, eliminating model load spikes.

Context Streaming & Inference Bypassing

• Asynchronous Context Prefetcher: Built a thread-wrapped loopback REST engine targeting local llama-server slots to pre-load pre-computed KV cache contexts via requests.post to /slots/0/restore.
• Loopback IO Block Exemption: Wrapped REST handshakes in robust ConnectionError and Timeout handlers, ensuring loopback socket failures never freeze the high-frequency sensory loop.
• Prefill-Phase Bypass: Patched the main server /ask Flask routing to detect KernelState.SPECULATIVE_PREPARED. Bypasses the VRAM purge latency path entirely and triggers immediate generation from the staged KV cache, dropping Time-to-First-Token (TTFT) to token generation limits.

Repository Hygiene & Refactoring

• Telemetry Modularization: Segmented core_system/telemetry.py into a fully typed core_system/telemetry/ package containing config, orchestration, and client subdirectories.
• Stability Ledger Preservation: Ported the legacy StabilityLedger class into the new package constructor (init.py), preserving the global namespace for external module imports.

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What's Changed

• chore(deps): bump the pip group across 1 directory with 3 updates by @dependabot[bot] in chore(deps): bump the pip group across 1 directory with 3 updates #5
• chore(deps): bump torch from 2.8.0 to 2.12.0 in the pip group across 1 directory by @dependabot[bot] in chore(deps): bump torch from 2.8.0 to 2.12.0 in the pip group across 1 directory #6
• chore(deps): bump idna from 3.15 to 3.18 by @dependabot[bot] in chore(deps): bump idna from 3.15 to 3.18 #7
• chore(deps): bump msgpack from 1.1.2 to 1.2.0 by @dependabot[bot] in chore(deps): bump msgpack from 1.1.2 to 1.2.0 #8
• chore(deps): bump flask-cors from 6.0.2 to 6.0.5 by @dependabot[bot] in chore(deps): bump flask-cors from 6.0.2 to 6.0.5 #9
• chore(deps): bump pyspellchecker from 0.8.1 to 0.9.0 by @dependabot[bot] in chore(deps): bump pyspellchecker from 0.8.1 to 0.9.0 #10
• chore(deps): bump safetensors from 0.7.0 to 0.8.0 by @dependabot[bot] in chore(deps): bump safetensors from 0.7.0 to 0.8.0 #15
• chore(deps): bump msgpack from 1.2.0 to 1.2.1 in the pip group across 1 directory by @dependabot[bot] in chore(deps): bump msgpack from 1.2.0 to 1.2.1 in the pip group across 1 directory #16
• chore(deps): bump click from 8.4.0 to 8.4.2 by @dependabot[bot] in chore(deps): bump click from 8.4.0 to 8.4.2 #18
• chore(deps): bump faiss-cpu from 1.8.0 to 1.14.3 by @dependabot[bot] in chore(deps): bump faiss-cpu from 1.8.0 to 1.14.3 #17
• chore(deps): bump fsspec from 2026.4.0 to 2026.6.0 by @dependabot[bot] in chore(deps): bump fsspec from 2026.4.0 to 2026.6.0 #14
• chore(deps): bump pip-audit from 2.10.0 to 2.10.1 by @dependabot[bot] in chore(deps): bump pip-audit from 2.10.0 to 2.10.1 #12
• chore(deps): bump torchaudio from 2.6.0 to 2.11.0 by @dependabot[bot] in chore(deps): bump torchaudio from 2.6.0 to 2.11.0 #11

New Contributors

• @dependabot[bot] made their first contribution in chore(deps): bump the pip group across 1 directory with 3 updates #5

Full Changelog: v1.5.2...v1.5.3

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This discussion was created from the release Peridot v1.5.3 - ZAT-SCS.