software-as-a-besides	Software as a Besides	Type. The computer shows. Software that teaches you to not need it.	besides SaaB intent translation subtract shell kernel literacy
lookdown	Lookdown	Pattern matching intent. One file answers from disk. File shrinks as the adapter	lookdown TSV pattern-matching intent routing adapter pruning subtract
variance-lab	Variance Lab	28 models. 100k+ inferences. N=100. Cross-platform. Findings from running models	variance-lab empirical inference local-LLM measurement methodology N=100 cross-platform
inspiration	Inspiration	The people whose work subtract depends on. Ritchie, Fox, Korn, Ramey, McIlroy, T	lineage inspiration C bash ksh ssh sshsig llama.cpp ggml subtract dependencies
lineage	Lineage	The people whose code subtract depends on. Fox, Ramey, Korn, McIlroy, Thompson, 	lineage bash ksh ssh sshsig llama.cpp coprocesses pipes grep subtract dependencies
emile	Emile	Local-first deployment pattern for sole proprietors. One device, one model, one 	emile deployment local-first sole-proprietor Pi5 Mac-Mini clinical signing substrate
hosuni	Hosuni	Shell dispatcher. Routes intent through subtract, lookdown, and inference. 68000	hosuni dispatcher shell routing intent inference Amiga 68000 subtract
soul	SOUL.txt	Signon file for agents. Reflexes, authority, verification. Read before acting.	SOUL signon agent reflexes authority verification governance subtract
please	PLEASE	Provide Legal Exculpation and Sign Everything. Attestation wallets for clinical 	PLEASE attestation signing clinical call-center exculpation workflow
please-clinical	PLEASE Clinical	Clinical deployment of PLEASE. ABA session logging, HIPAA integrity, insurance b	PLEASE clinical ABA HIPAA session-logging billing insurance 837P
please-economics	PLEASE Economics	Cost model for PLEASE deployments. Hardware, inference, cloud change windows.	PLEASE economics cost hardware inference deployment pricing
boot	Boot	Boot sequence for the formation. What runs, in what order, on which node.	boot sequence formation startup nodes
pattern	Pattern	The pattern subtract follows. Intent to command, file shrinks, adapter learns.	pattern intent command subtract lookdown adapter learning
primitives	Primitives	The kernel primitives subtract depends on. fork, pipe, exec, namespaces.	primitives kernel fork pipe exec namespaces syscall Unix
invariants	Invariants	What does not change. The constraints that hold across all subtract deployments.	invariants constraints subtract deployment rules
subtracting	Subtracting	Why subtract exists. The thesis, lineage, and evidence.	subtracting thesis lineage evidence subtract why
narrow	Narrow	The narrow path. What subtract commits to and what it does not.	narrow scope subtract commitment boundary
signing	signing	signing	signing subtract
substrate	substrate	substrate	substrate subtract
stack-simple	Stack	The subtract dependency stack. What is already there vs what gets added.	stack dependencies kernel shell subtract
discipline	discipline	discipline	discipline subtract
paste	paste	paste	paste subtract
time	time	time	time subtract
why	why	why	why subtract
squared-c	squared.c	Source code for squared.c	squared-c runtime source-code subtract
parsimony-c	parsimony.c	Source code for parsimony.c	parsimony-c runtime source-code subtract
hosuni-sh	hosuni.sh	Source code for hosuni.sh	hosuni-sh runtime source-code subtract
three-questions	Three Questions for Agentic Autonomy	Universal intake sequence. Human capability boundary first, autonomy blockers se	autonomy automation intake workflow blocker access subtractive-security methodology capability-boundary assessment
delegation-vs-inline	Delegation vs Inline Execution	Delegated parallel execution across 3 nodes completed identical tasks in 48% of 	delegation parallel execution multi-agent context-window sequential fresh-context speedup wall-clock
interaction-mode-variance	Interaction Mode Variance	Passenger mode consumes 41x more tokens than governor mode. 88 sessions, single 	passenger governor tokens cost human-attention mode 41x ratio original
authorization-gap	Delegated Agent Authorization Gap	Agents fail at auth boundaries, not capability boundaries. The blocker is infras	authorization agent failure auth OAuth MFA browser-redirect automation-blocker infrastructure headless
governance-binding	Governance Binding	Governance binds at N=30. 81% overall, reflex-dependent, delivery-path sensitive	governance binding adapter reflex compliance weights delivery-path system-prompt SmolLM alignment
interaction-mode-rerun	Interaction Mode Rerun	52.7x passenger/governor token ratio under pre-committed rubric. N=501 qualifyin	passenger governor tokens cost replication methodology pre-committed rubric 52x validation
http2-vs-http1	HTTP/2 vs HTTP/1.1	HTTP/2 multiplexing delivers 2.1x throughput for local inference concurrency. 70	HTTP/2 HTTP/1.1 multiplexing llama-server local-inference concurrency throughput protocol Apple-Silicon
1bit-quantization	1-Bit Quantization	1-bit quantization breaks the 8GB deployment ceiling. Bonsai 8B runs on 8GB M2 M	1-bit quantization 8GB 8B deployment local-inference ceiling RAM Q4 Q8
1bit-hardware-tiers	1-Bit Across Hardware Tiers	1-bit wins across 4 hardware tiers because the bottleneck differs per tier. 8GB 	1-bit Q4 Q8 quantization-comparison hardware-tiers memory-bandwidth compute bottleneck 8GB 64GB scaling
throughput-ceiling	Throughput Ceiling	Aggregate inference throughput plateaus at a hardware-determined ceiling. Adding	throughput ceiling concurrency saturation memory-bandwidth scaling plateau optimal-concurrency Apple-Silicon
review-vs-verification	Review vs Verification	Model code review and functional verification have asymmetric yield. Cheaper mod	code-review verification crash effort-inversion cheaper-model C functional-testing three-gate
lookdown-routing	Lookdown Routing	grep beats inference for known-answer retrieval. A TSV lookup returns the correc	routing grep TSV lookup known-answer fast-path skip-inference deterministic retrieval
manifest-vs-bm25	Manifest vs BM25	Manifest-routed retrieval beats BM25 for small-corpus QA. The routing table know	retrieval BM25 RAG small-corpus curated routing document-selection human-curated
governance-refusal	Governance Refusal	In-vivo reproduction of finding 05 during scorer calibration. The model refused 	governance refusal production real-world unprompted adapter validation emergent alignment
reflex-binding	Reflex Binding	Abstract reflexes transfer only with lineage, not instruction. 6 models, 2 arms,	binding lineage instruction fine-tune weights LoRA system-prompt trained prompted disposition alignment
effort-dependent-binding	Effort-Dependent Binding	Governance binding varies by effort tier. 4 frontier models, 4-6 effort levels, 	effort tier extended-thinking compliance governance alignment non-monotonic compute-budget reasoning
handler-substrate-selection	Handler Substrate Selection	Three-gate methodology for picking which model runs handler.sh. 240 trials, 3 mo	handler model-selection tool-call function-calling dispatch gate nano confabulation small-model