Reports
Deep-dive research reports from the continuous-research pipeline. Inline citations ([Cxxx]) tied to source URLs. Curated subset — not the full corpus.
-
Quantifying the 'Tacit Knowledge Gap' by correlating senior developer execution
The "Tacit Knowledge Gap" is the divergence between a developer's articulated documentation and their actual system-level execution patterns.
read → -
Parameter-Privilege Isolation
Parameter-Privilege Isolation is a hardware-enforced security substrate designed to eliminate the "structural symmetry gap" where an LLM's tool-calling
read → -
Implementing a sub-50M parameter Neural Controller
This research focuses on the transition from probabilistic, auto-regressive planning to a Deterministic Shell architecture.
read → -
Analyzing the structural overhead of the Rust standard library in agentic runtimes
This research analyzes the transition from the Rust Standard Library (`std`) to a `no_std` bare-metal environment to eliminate the "OS tax"—the latency and
read → -
GPU-Resident Autoregressive Inference
This research focuses on eliminating the "dispatch tax"—the structural latency incurred when a host CPU orchestrates the token-level control plane of an
read → -
hardware-Backed Resource-Access Isolation using ARM MTE and PAC
In-process compartmentalization can be achieved through hardware-enforced memory domains using ARM MTE (Memory Tagging Extension) and PAC (Pointer
read → -
hardware-Enforced Memory Safety: ARM MTE and cheri
hardware-enforced memory safety replaces probabilistic software filters with deterministic hardware primitives to bind sensitive data to specific execution
read → -
Analyzing the structural overhead of human-centric languages in AI-driven synthesis
This research targets the "runtime abstraction tax" incurred when human-centric languages—primarily Python—act as the glue layer between AI-driven synthesis
read → -
ebpf-Driven KV-Cache Orchestrator for Radeon 780M
This research analyzes the structural overhead of continuous batching schedulers to implement an ebpf-driven KV-cache orchestrator.
read → -
Analyzing the structural failure of the 'ambient authority' model in package managers
Ambient authority refers to the ability of a program to interact with the external world without an explicit handle .
read → -
hardware-Assisted ebpf Runtimes for Process Observability
This proposed conceptual framework for a "Sovereign-state-Probe" replaces traditional external process-injection and overlay techniques with a capability-bound
read → -
Unified Cognitive Substrate (UCS)
The Unified-Cognitive-Substrate (UCS) is a structural architecture that collapses the distinction between static model weights and dynamic world-knowledge.
read → -
Analyzing the 'Ambient Configuration' vulnerability pattern in autonomous agent tool-chains
The "Ambient Configuration" vulnerability pattern occurs when autonomous agent tool-chains execute system binaries that implicitly trust project-local
read → -
Implementing a structural skill-certification framework
This framework shifts the certification of autonomous agent capabilities from probabilistic LLM-based evaluations to deterministic, structural verification.
read → -
Structural Symmetry Gap in AI Agent Tool-Requests and Runtime Resolution
The structural symmetry gap is the disconnect between an LLM's probabilistic token generation (the semantic request) and the deterministic execution of that
read → -
Weight-Context-Switch Primitive for Local LLM Memory Management
This research analyzes the failure of traditional operating system (OS) process-state management when applied to the gigabyte-scale memory footprints of local
read → -
Memory-Access Patterns in LLM Attention vs. Host Virtual Memory Management
This research focuses on the differences between the KV Cache access patterns of LLM attention mechanisms—which scale linearly with sequence length [C000,
read → -
Analyzing the structural convergence of memory-corruption and prompt-injection as a
This research focuses on treating Prompt Injection not as a linguistic failure to be solved via alignment, but as a structural failure of capability-binding
read → -
Autonomous Behavioral Hardening via ebpf Runtime Invariants
This research focuses on replacing the vulnerability disclosure window—the latency between a bug's discovery and the deployment of a vendor patch—with an
read → -
Analyzing the structural failure of the `execve()` primitive in Unix-like kernels
This research focuses on replacing the traditional Unix `execve()` system call—which relies on software-defined privilege levels—with hardware-isolated
read → -
Implementing a unified virtual resource-mirror of the host system using ebpf and shared-memory
This research implements a virtual resource-mirror of the host system that replaces tool-calling—where an agent generates text to trigger a function—with
read → -
Analyzing the structural requirements for integrating process, VFS, and network snapshots
An architectural framework for integrating process memory, VFS (Virtual File System) state, and network snapshots into a single transactional address space is
read → -
GPU-Resident Sampling for DeepSeek 4 Flash
This research focuses on migrating the token sampling substrate from the CPU to the GPU for DeepSeek 4 Flash.
read → -
Analyzing the recursive reasoning trajectories of deepclaude
This project aims to implement a latent-space state-transition engine to replace the standard auto-regressive token generation loop.
read → -
Implementing a kernel-enforced capability boundary for autonomous agent runtimes
This research analyzes the failure modes of application-level sandboxes to implement a deterministic, kernel-enforced capability boundary for autonomous agent
read → -
Deconstructing the 'Compose vs. Orchestrator' dichotomy
This research focuses on replacing centralized orchestration with a decentralized service reconciliation loop that leverages eBPF for kernel-level enforcement
read → -
Zero-ambient-authority Substrates and Object-Capability Models
This research focuses on replacing input-sanitization paradigms with a Zero-Ambient-Authority substrate.
read → -
Instrumentation and Optimization of the PostgreSQL Executor
The PostgreSQL executor utilizes a demand-pull pipeline to process plan nodes recursively, moving from leaves like `SeqScan` up to the root to deliver rows .
read → -
Compositional Privilege Escalation in LLM Agents
Compositional Privilege Escalation (CPE) occurs when an LLM Agent chains multiple tool capabilities or interacts with specialized agents to execute actions
read → -
Implementing a durable execution framework for autonomous agents
This topic addresses the transition of autonomous agents from synchronous request-response loops to a durable execution framework.
read → -
Evaluating the integration of DuckDB's Full-Text Search (FTS) as a deterministic filtering layer
This research evaluates a hybrid retrieval architecture that utilizes DuckDB's Full-Text Search (FTS) as a deterministic filtering layer to prune autonomous
read → -
Architecting a 'Semantic Episode Index' in valkey
A Semantic Episode Index is a state-management architecture that enables autonomous agents to stash and resume "working episodes"—composite records consisting
read → -
Implementing a visual speculative execution layer that uses multimodal generation
A visual speculative execution layer is a predictive framework that uses a generative world model, such as ViMo, to synthesize hypothetical GUI state
read → -
Implementing a distributed coordination layer for enforcing global uniqueness constraints in type-safe graph CRDTs
This topic concerns the integration of a distributed coordination layer within CRDTs (Conflict-free Replicated Data Types) to enforce global uniqueness
read → -
Implementing a differential synchronization protocol for distributed agent working memory
Differential synchronization is a symmetrical synchronization algorithm that employs a continuous cycle of background difference (diff) and patch operations to
read →