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Flocano Labs
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ORIGIN_FEED:nicholasmacaskill.com
index.case_studies // NICHOLAS // HUD

engineering dossiers

modular optimization logs, algorithmic pivots, and deep technical blueprints executing at the edge.

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matching_shards: 63 // aesthetic: NICHOLAS // HUDgrid_density: high
CASE_STUDIES // FEED[63/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-11-02Frontier Complexity

[SESSION OPPORTUNITY CAPACITY BOUNDS]

Pre-Execution Neural Gating, Online Backpropagation & Counterfactual Drawdown Defense

Frontier quantitative architecture replacing directional forecasting with pre-execution session capacity bounds. Evaluated across 12,057 closed counterfactual setups with 7,322R of unforced drawdown defended, the system projects real-time volatility exhaustion and order flow imbalance onto an online neural gating tensor with daily settlement backpropagation, proving the mathematical value of algorithmic inaction.

standalone pagebayesianpivot-public
counterfactual_audit: 12,057_setups // avoided_losses: 7,322_stops (-7,322R) // loss_interception: 60.7% // inference_latency: 0.12ms // online_learning: analytical_loss_gradients_with_L2_clip // crucible: 135/135_invariants // live_daemon: sovereign_runtime_daemon↗ EXPLORE
Non-Ergodic Opportunity Capacity DynamicsContinuous Categorical Neural ManifoldsExtreme-Value Volatility & Range DynamicsOnline Manifold OptimizationAsymmetric Loss TopologiesBounded Gradient Regularization+4
CASE_STUDIES // FEED[62/63]
Quantitative Engineering & Microstructure//technical
2026-10-31Frontier Complexity

[REGIME-DRIVEN THERMODYNAMIC LIQUIDITY ROUTING]

Continuous-Time Regime Bifurcations, 10D Epistemic Neural Manifolds, Cross-Asset Correlation Mutexes & Autonomous Multi-Venue Fleet Settlement

High-throughput quantitative architecture coupling continuous-time macroeconomic regime auditing with native Apple Silicon MLX neural routing. Enforces hardware-level cross-asset correlation mutexes and sub-millisecond execution gating across decentralized and institutional venues.

standalone pagebayesianpivot-public
regime_audit: 1,421_hourly_bars // physical_split: 50.11%_trending_vs_49.89%_mean_reverting // tensor_inference: 0.79ms_Metal // crucible_pass_rate: 135/135_invariants (100%) // execution_pacing: sub-2.0s_fleet // shadow_continuation_net: +50.33R // settlement_rail: multi-broker_and_Base_L2↗ EXPLORE
Macro Continuous-Time Regime AuditingDual-Engine Sovereign ArchitectureFractal Hurst Memory Invariance10D Epistemic Tensor Network (MLX)Non-Linear Latent Manifold ProjectionRuin-Weighted Asymmetric Loss Landscapes+5
CASE_STUDIES // FEED[61/63]
Autonomous SWE & Adversarial QA//technical
2026-10-13Frontier Complexity

[HUMAN-GATED AGENTIC INVARIANT PROTOCOL]

Cross-Plane Epistemic Telemetry, Adversarial Invariant Crucibles & The Elimination of the O(N²) Coordination Tax

Closed-loop autonomous SRE harness combining unmanaged client ingestion, cross-plane epistemic telemetry, and a 35-deterministic-invariant crucible across security, touch physics, and chaos vectors. Eliminates the O(N²) coordination tax of conventional multi-developer teams, resolving high-stress production incidents 140x faster with zero data loss.

standalone pageeast-highpeformance-hongkong
invariants: 35/35 clean // incident_resolution: 15m vs 3d (-140x) // root_cause_discovery: 45s vs 24h (-240x) // coordination_tax: O(1) vs O(N^2) // data_loss_receipts: 0 bytes // mobile_webkit_physics: verified_390px // blast_radius: zero↗ EXPLORE
Agentic SRE Invariant MeshTri-Axial Invariant CrucibleCross-Plane Epistemic TelemetrySupabase Auth ClaimsPostgreSQL Foreign Key LedgerWebKit Mobile Gesture Emulation+2
CASE_STUDIES // FEED[60/63]
Sovereign Architecture & Systems Design//technical
2026-10-21Foundational Complexity

[LOCAL POSIX SQLITE WAL TELEMETRY & BIOLOGICAL CPU SCHEDULING]

headless apple silicon execution with sub-2.4s cognitive latency logging

Executes a zero-cloud headless daemon on Apple Silicon using SQLite WAL mode to record continuous operator cognitive friction, somatic drift, and trade fleet correlation without third-party network egress.

standalone pageglassmetric-public
storage_mode: wal // write_latency: < 0.12ms // cloud_cost: $0.00↗ EXPLORE
Python 3.12+SQLite WAL ModeApple Silicon POSIX DaemonMach QoS Task PolicyZero Cloud Dependencies
CASE_STUDIES // FEED[59/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-10-12Frontier Complexity

[CONTINUOUS EPISTEMIC TENSOR NETWORKS]

Asymmetric Ruin Optimization, Native MLX Continuous Tensors & Dynamic Corridors

Continuous latent manifold trading architecture on native Apple Silicon MLX Metal. Decouples execution from autoregressive language models, deploying a 0.68ms continuous tensor network with ruin-weighted asymmetric downside loss, counterfactual veto learning, and dynamic temporal decay corridors to protect the capital floor.

standalone pagebayesianpivot-public
inference_latency: 0.68ms (-5146x) // training_speed: 40_epochs_5.2s // dataset_size: 8642_trades // approved_win_rate: 78.6% // validation_loss: 0.5924 // outcome_bounds: -2.0R_to_+2.4R // crucible_invariants: 94_of_94_passed↗ EXPLORE
Apple Silicon MLX Metal Performance ShadersContinuous Epistemic Tensor RepresentationAsymmetric Downside Loss (Ruin-Weighted)Counterfactual Veto Learning (Filter Alpha)Epistemic Theory of Mind (Physical Microstructure)Temporal Stagnation Pruning Engine+4
CASE_STUDIES // FEED[58/63]
Web3 Primitives & Cryptographic Routing//technical
2026-10-12Hardened Complexity

[AUTONOMOUS DECENTRALIZED SETTLEMENT RAIL]

zero-login on-chain execution, keypair-isolated sizing, empirical edge invariance & sub-400ms settlement hot-path

Autonomous zero-login leverage execution pipeline directly on Solana mainnet via decentralized perpetual contracts. Employs Ed25519 local keypair signing, empirical asset isolation (macro BTC/ETH contracts), isolated 3x leverage with 50+ lives of runway, and sub-400ms direct binary CLI hot-path with automated temporal defense.

standalone pagebayesianpivot-public
hot_path_latency: < 360ms native binary // 60d_edge_expectancy: +192.6R (BTC/ETH) // ruin_immunity_runway: 50+ consecutive lives // liquidation_buffer: 10x stop distance // empirical_asset_filter: active // invariant_crucible: 21/21 passed↗ EXPLORE
Native On-Chain Settlement EngineSolana Ed25519 Local Keypair SigningDecentralized Perpetuals Protocol Hot-PathEmpirical Asset Gating (Macro Liquidity Contracts)Isolated Margin Ruin DefenseAtomic Anti-Duplication Mutex+3
CASE_STUDIES // FEED[57/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-10-01Frontier Complexity

[PHENOMENOLOGICAL DEEP LEARNING]

recursive perspective-taking, protentive entropy decay & microstructural pain overextension

Architects a dual-process cognitive intelligence fusing sub-0.2ms deterministic orderbook invariants (System 1) with amortized epistemic Theory of Mind inference (System 2) running local 4-bit LoRA weights on Apple Silicon. Replaces lagging oscillators with Husserlian Protentive Entropy decay and a continuous Pain Overextension Index (POI) surface to map biological counterparty exhaustion.

standalone pagebayesianpivot-public
system1_tape_latency: <0.2ms // system2_inference: local_mlx_lora_4bit // cognitive_model: husserlian_protentive_decay // pain_surface: poi_2d_density // anti_suffocation: active_bracket // invariant_crucible: 86/86_passed // verified_repo: github.com/nicholasmacaskill/bayesianpivot-public↗ EXPLORE
Phenomenological Deep LearningEpistemic Theory of Mind (ToM)Husserlian Protentive EntropyPain Overextension Index (POI)Anti-Suffocation Execution BracketsHeideggerian Praxical Breakdown+5
CASE_STUDIES // FEED[56/63]
Quantitative Engineering & Microstructure//technical
2026-10-01Frontier Complexity

[PRAXICAL BREAKDOWN ARCHITECTURE]

managerial praxical breakdown, somatic fatigue cliffs & decentralized orderbook latency arbitrage

An active-state phenomenological execution architecture decoupling physical sports microstructure from lagging market illusions. Quantitatively models the live transition from smooth coping to praxical crisis (Zuhandenheit to Vorhandenheit) in exhausted starting pitchers past somatic fatigue thresholds colliding with managerial decision paralysis—executing automated cross-border EIP-712 orders on Polymarket before consensus repricing.

standalone pagebet-bodhi-public
sample_size: 312_games // f03_win_rate: 45.2% // market_implied_wr: 27.2% // payout_alpha: +171% // polling_loop: 20s // vps_execution_latency: <2.8s // freeroll_derisk_target: 2.0x // crucible_invariants: 13/13_passed // verified_repo: github.com/nicholasmacaskill/bet-bodhi-public↗ EXPLORE
Praxical Architecture v1.2Phenomenological In-Play MicrostructureHeideggerian Praxical BreakdownMerleau-Ponty Somatic InvalidationEpistemic Theory of Mind (ToM)F-03 Confluence Gate+8
CASE_STUDIES // FEED[55/63]
Autonomous SWE & Adversarial QA//technical
2026-09-24Frontier Complexity

[TRI-AXIAL INVARIANT CRUCIBLE]

tri-axial fault injection, 100% mutant kill rate, reboot-persistent risk rulers & zero-naked execution

A defense-in-depth pre-flight validation architecture that subjects mission-critical trading pipelines to tri-axial stress. Axis X enforces immutable contract geometry; Axis Y validates disk-backed POSIX WAL state persistence to eliminate memory amnesia; Axis Z unleashes 16 synthetic chaos scenarios (adverse slippage, RPC dropouts) verified by Tier 8 Mutation Meta-Testing to guarantee zero naked execution.

standalone pagebayesianpivot-public
invariant_checks: 53/53 passed // verification_latency: 8.58s // mutation_kill_rate: 100.0% (8/8) // naked_order_leakage: 0.00% // memory_amnesia_risk: $0.00 // contract_multiplier_accuracy: 100.0%↗ EXPLORE
Tri-Axial Invariant CrucibleAutonomous Quant Execution Crucible (AQEC)3D Mutation Meta-TestingFault-Injection EngineThe Ruler InvariantDisk-Backed State Serialization+5
CASE_STUDIES // FEED[54/63]
Quantitative Engineering & Microstructure//technical
2026-09-18Frontier Complexity

[EXECUTIVE POLICY ALIGNMENT & ASYMMETRIC RUIN-WEIGHTED SLMS]

microstructure tokenization, semantic prompt leakage forensics & unified-memory edge inference

Adapts proprietary 1.5B SLMs for live market microstructure reasoning. Trains 4-bit LoRA weights on a continuous expectancy objective and 5-Pillar orderflow matrix to enforce asymmetric capital preservation, deployed locally on sovereign Apple Silicon unified memory.

standalone pagebayesianpivot-public
validation_loss: 0.059 (-96.9%) // local_inference_latency: 450ms // ram_footprint: 638 MB // disk_swap: 0 bytes // shadow_capital_risk: $0.00↗ EXPLORE
Apple Silicon M4 GPUMLX-LM Unified MemoryQwen2.5-Coder-1.5B 4-bitLoRA (Rank 8 / Alpha 16)Semantic Prompt Leakage ForensicsAsymmetric Ruin Invariant Enforcement+3
CASE_STUDIES // FEED[53/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-09-05Advanced Complexity

[SOVEREIGN AGENTIC RUNTIME GOVERNOR]

heterogeneous silicon governance, live bot immunity & swarm orchestration

Re-engineers desktop silicon for dense multi-agent swarms via taskpolicy QoS steering, 1024MB V8 heap bounds, and The Sanctum production bot isolation—collapsing swap debt by 97.6% with zero UI latency.

standalone pagesoftware-as-glass-public
swap_debt: -97.6% (142MB) // display_rate: 120 FPS // e_core_sandboxing: 100% // bot_jitter: 0.0ms // ml_guard: <1.0s↗ EXPLORE
Darwin Mach taskpolicyApple Silicon P/E-CoresPredictive ML ThrottlingLaunchAgent WatchdogV8 Heap Bounds (1024MB)The Sanctum Fleet Shield+1
CASE_STUDIES // FEED[52/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-09-02Advanced Complexity

[DEEP DARWIN SYSTEMS ARCHITECTURE FOR REAL-TIME AI AGENTS]

asynchronous neural state matrix compilation, mach memory governance & sub-millisecond execution

Decouples deliberative 1H LLM/RAG reasoning from 5m execution physics via an in-memory compiled permission matrix (<0.2ms lookup), governed by Darwin Mach memory pressure hooks and E-Core sandboxing.

standalone pagebayesianpivot-public
execution_latency: <0.2ms // memory_pressure_governor: active // e_core_affinity: 100% // toxic_quarantine_saved: $26,900.00 // net_realized_alpha: +$7,001.61↗ EXPLORE
Darwin libdispatchApple Silicon E-Core Affinitytaskpolicy QoSAIPermissionMapSupabase pgvector RAGGemini 2.5 Multi-Modal Vision+3
CASE_STUDIES // FEED[51/63]
Autonomous SWE & Adversarial QA//technical
2026-09-02Frontier Complexity

[AUTONOMOUS ADVERSARIAL QUALITY LOOP]

multi-viewport physical emulation, glassmorphic hud assertions, and self-healing deployment verification

Autonomous closed-loop testing harness that attacks live deployments across a 12-tier physical hardware matrix, enforcing zero layout overflow and self-healing regressions in <90 seconds.

standalone pagesoftware-as-glass-public
asserted_routes: 156 // device_viewports: 12 // qa_loop_latency: 90s // human_touchpoints: 0 // regression_interceptions: 100%↗ EXPLORE
Playwright Headless MeshMulti-Device MatrixIn-Memory DOM State AuditingSelf-Healing Remediation LoopTheme Invariant AssertionsAutomated Visual Proof Pipeline+1
CASE_STUDIES // FEED[50/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-09-01Advanced Complexity

[MULTI-MODAL VISION RAG FOR SPATIAL LIQUIDITY]

geometric order flow, stop density tensors, and episodic memory in BayesianPivot

Autonomous Multi-Modal Vision RAG Engine that renders multi-timeframe chart canvases with spatial stop density tensors and CVD absorption footprints, cross-referenced against historical vector precedents.

standalone pagebayesianpivot-public
scans_evaluated: 35,420 // noise_eliminated: 92.8% // graduated_alpha: +32.0R // win_streak: 6_consecutive // breaches: 0/8↗ EXPLORE
Gemini 1.5 Pro VisionShadowChartMemorySpatial Density TensorsVector RAGFractional Brownian PhysicsHurst Exponent Chaos Gate+2
CASE_STUDIES // FEED[49/63]
Quantitative Engineering & Microstructure//technical
2026-08-24Frontier Complexity

[NON-STATIONARY BAYESIAN INVARIANCE MESH]

dimensionless volatility manifolds, recursive kalman state estimation, and sub-0.5ms online conjugate belief updating

collapses market non-stationarity into dimensionless volatility manifolds and zero-lag kalman state estimation. updates bayesian strategy weights in <0.5ms via a genetic champion/challenger shadow lab.

standalone pagebayesianpivot-public
architecture: bayesian_invariance_swarm // online_updating: <0.5ms // kalman_velocity: zero_lag // shadow_lab: 100+_nodes // prop_lockout: 5.0%_hard_ceiling↗ EXPLORE
ShadowChartMemoryEpisodic Multi-Modal RAGChampionChallengerLabOnline Beta-Binomial UpdatingRecursive Kalman FiltersGemini 2.5 Flash Vision+2
CASE_STUDIES // FEED[48/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-08-22Advanced Complexity

[DISTRIBUTED MULTI-AGENT CONSENSUS PROTOCOL (DMACP-07)]

neuro-symbolic causal arbitration, refractive belief updating & ground-truth rag execution

A 5-layer neuro-symbolic consensus protocol gating Gemini causal reasoning behind Hurst physics, resolving trend conflicts via RAG, and executing asymmetric routing across an 8-broker mesh.

standalone pagebayesianpivot-public
architecture: dmacp_07_mesh // regimes: hurst_adf_conditioned (h=0.423) // conviction: 9.0/10 // fleet_execution: 1.52_btc_short // realized: +$1,755.47_cash↗ EXPLORE
Python 3.11Gemini 2.5 FlashHurst ExponentBayesian RegimesMulti-Broker MeshSQLite WAL
CASE_STUDIES // FEED[47/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-08-16Advanced Complexity

[3D ARCHETYPE-ALIGNED FORENSIC LEARNING ENGINE]

causal rule alignment & mae/mfe semantic injection

A 3-dimensional memory engine that categorizes manual intuition and algo trades into core strategy archetypes, injecting highly contextual MAE/MFE forensic history directly into Gemini's context window.

standalone pagebayesianpivot-public
archetypes: 4_mandates // metrics: mae_mfe_tracking // memory_vectors: semantic // deployment: verified↗ EXPLORE
Python 3.11Gemini 2.5 FlashIn-Context Few-Shot RAGRetrainingLoopAIValidatorSetupMemory+4
CASE_STUDIES // FEED[46/63]
Quantitative Engineering & Microstructure//technical
2026-08-16Hardened Complexity

[AUTONOMOUS CLOB MISPRICING RESOLVER]

reliever fatigue telemetry & orderbook pricing latency

Exploits prediction market pricing latency around late-game bullpen exhaustion by synthesizing 72-hour reliever pitch counts, platoon splits, and atmospheric vectors against Polymarket CLOB spreads.

standalone pagebet-bodhi-public
execution: active_maker_taker // edge_target: polymarket_clob // realized_pnl: +$546 // win_rate_trend: 20.0%->35.4%↗ EXPLORE
TypeScript@polymarket/clob-clientEIP-712 Order MatchingPolymarket Gamma APIMLB Stats APIOdds API+3
CASE_STUDIES // FEED[45/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-08-16Advanced Complexity

[RECURSIVE QUANT SUPERVISORY SWARM]

counterfactual shadow auditing & multi-account risk governance

Eliminates strategy decay and survivorship bias by deploying autonomous supervisory agents that shadow-audit rejected signals and enforce dynamic portfolio risk controls across an 8-account prop mesh.

standalone pagebayesianpivot-public
mesh: 8_accounts_concurrent // nav: $204,933 // shadow_tracking: active // drift_governance: automated↗ EXPLORE
Python 3.11macOS LaunchAgent DaemonsTradeLocker JWTCounterfactualTrackerQAQuantAgentMultiAccountFunnelManager+3
CASE_STUDIES // FEED[44/63]
Web3 Primitives & Cryptographic Routing//technical
2026-08-08Hardened Complexity

[L2 EXECUTION & RELAYER BYPASS]

bypassing gasless UX abstractions & EIP-712 alignment

Corporate L2 platforms hide behind proprietary relayers and 'gasless' UI illusions to capture order flow. We dismantled the UX abstractions across SX Rollup and Polygon to build an unmediated, zero-friction execution pipeline.

standalone pagebet-bodhi-public
status: resolved // execution: automated // bottlenecks: bypassed↗ EXPLORE
Ethers.js v6SX RollupPolygon CTFNode.jsEIP-712 PermitTokenTransferProxy+1
CASE_STUDIES // FEED[43/63]
Quantitative Engineering & Microstructure//strategic
2026-07-17Hardened Complexity

[MULTI-DEX ARBITRAGE ENGINE]

baseline oracle resolution & concurrent execution

Uses Polymarket as a highly liquid 'fair value' oracle to establish a baseline edge before hunting alternative venues for maximum execution odds using concurrent Promise.all architecture.

standalone pagebet-bodhi-public
mode: two_step_auth // oracle: polymarket_clob // concurrency: enabled↗ EXPLORE
TypeScriptPolymarket CLOBAlgorithmic RoutingAzuro ProtocolSX Bet APIPromise.all Concurrency+1
CASE_STUDIES // FEED[42/63]
Web3 Primitives & Cryptographic Routing//technical
2026-07-17Hardened Complexity

[MULTI-CHAIN EXECUTION ABSTRACTION]

cross-chain liquidity routing & schema normalization

Abstracts away cross-chain complexity by dynamically routing execution payloads across Polygon, Gnosis, and Solana natively while normalizing fragmented API schemas.

standalone pagebet-bodhi-public
networks: poly+gno+sol // gas_calc: dynamic // schema: normalized↗ EXPLORE
PolygonGnosis ChainSolanaEthers.js v6Multi-Chain RoutingSchema Normalization+1
CASE_STUDIES // FEED[41/63]
Web3 Primitives & Cryptographic Routing//technical
2026-07-17Hardened Complexity

[CRYPTOGRAPHIC SNIPING & INFRASTRUCTURE UPGRADES]

active maker/taker execution

Overhauled the SX Bet API into an active Taker utilizing EIP-712 signature matching and modernized the Azuro execution module to support V3 subgraphs.

standalone pagebet-bodhi-public
mode: active_taker // protocol: sbet+azuro // max_risk: 100_USDC↗ EXPLORE
EIP-712@sx-bet/sportx-jsGraphQLAzuro Protocol V3Active Taker SnipingPolygon RPC+1
CASE_STUDIES // FEED[40/63]
Quantitative Engineering & Microstructure//strategic
2026-07-17Hardened Complexity

[THE TELEGRAM SENTINEL & BAYESIAN RISK]

one-tap execution & risk throttling

Built a fully interactive Telegram execution terminal that pairs cryptographic payload caching with sentiment-adjusted Kelly risk sizing.

standalone pagebet-bodhi-public
interface: telegram_bot // payload_state: latest_picks.json // slippage_protection: native↗ EXPLORE
Telegram Bot APINode.jsJSON StateBayesian LogicFractional Kelly SizingSentiment Guard+1
CASE_STUDIES // FEED[39/63]
Web3 Primitives & Cryptographic Routing//incident
2026-07-05Hardened Complexity

[INCIDENT REPORT: POLYMARKET CLOB API AUTH BLOCK]

sovereign infrastructure shift

Architectural overhaul decoupling Bet Bodhi from Polymarket's fragile upstream auth endpoint via cryptographic session extraction and macOS UNIX kernel daemonization.

standalone pagebet-bodhi-public
mode: background_daemon // sync_interval: 15_minutes // failover: mitigated↗ EXPLORE
macOS launchdTypeScript@polymarket/clob-clientSQLiteOpenRouter
CASE_STUDIES // FEED[38/63]
Quantitative Engineering & Microstructure//strategic
2026-06-20Foundational Complexity

[PILLAR EVALUATION & PROBABILITY CALIBRATION]

matchup probability weighting

Scores sporting matchups on a three-pillar scale to resolve the mathematical discrepancy between internal baseline probability and Polymarket crowd prices.

standalone pagebet-bodhi-public
mode: active // calibration: multi-sport // favorite_tax_threshold: 0.60↗ EXPLORE
TypeScriptOdds APIMLB APIKBO APISupabaseGemini API
CASE_STUDIES // FEED[37/63]
Web3 Primitives & Cryptographic Routing//technical
2026-06-20Hardened Complexity

[WEB3 LIQUIDITY RESOLUTION & CLOB ORDER ROUTING]

on-chain order execution

Resolves CLOB token identifiers via the Gamma API and routes bounded limit orders directly to Polygon with custom wallet adapters.

standalone pagebet-bodhi-public
chain_id: 137 // contract: usdc.e_0x2791B... // signature_type: poly_proxy↗ EXPLORE
Ethers.js v6@polymarket/clob-clientPolygon CTFRPC NodePolymarket Gamma APIUSDC.e Approvals+1
CASE_STUDIES // FEED[36/63]
Cognitive AI & Multi-Agent Swarms//feedback
2026-06-20Advanced Complexity

[CONTEXT COMPRESSION & SQLITE TOKEN TELEMETRY]

prompt cost reduction

Filters raw scraping payloads for critical keywords and monitors daily prompt/completion cost metrics to enforce budget caps.

standalone pagebet-bodhi-public
budget_limit: $2.00/day // alert_threshold: 0.80 // sqlite: active↗ EXPLORE
TypeScriptSQLite WALTelegram Bot APIToken TelemetryContext CompressionDaily Budget Throttling
CASE_STUDIES // FEED[35/63]
Web3 Primitives & Cryptographic Routing//technical
2026-06-20Hardened Complexity

[POLYMARKET ON-CHAIN SETTLEMENT TRANSLATION & CACHING GATEWAY]

decoupled middleware resolving binary contract translation mismatches and sequential rate-limiting overhead

Decoupled Polymarket middleware implementing stateful caching, plural parameter routing, and outcome translation logic to correctly audit on-chain PnL for multi-team sports slates.

standalone pagebet-bodhi-public
status: active // cache_hit_ratio: 85.2% // settlement_accuracy: 100%↗ EXPLORE
TypeScriptEthers.js v6@polymarket/clob-clientPolymarket Gamma APIPolymarket Data APIPolymarketGateway
CASE_STUDIES // FEED[34/63]
Web3 Primitives & Cryptographic Routing//technical
2026-06-26Hardened Complexity

[SHALLOW ON-CHAIN STATE SYNC & BANKROLL VERIFICATION]

replacing brittle csv logs with bounded polygon queries

Replaces full historical database tree walks with shallow CLOB paging and direct USDC.e balance reads, cutting settlement checks from 11 minutes to under 5 seconds.

standalone pagebet-bodhi-public
sync_mode: shallow // usdc_contract: 0x2791B... // csv_fallback: removed↗ EXPLORE
Ethers.js v6@polymarket/clob-clientPolygon RPCTypeScriptUSDC.e Contract ReadsShallow Paging+1
CASE_STUDIES // FEED[33/63]
Quantitative Engineering & Microstructure//strategic
2026-06-26Hardened Complexity

[MACRO REGIME TELEMETRY & PSYCHOMETRIC CIRCUIT BREAKERS]

league volatility index and slump mode stake throttling

Tracks rolling 3-day late-inning lead change averages to detect flatlined volatility regimes and pairs macro alerts with automated 50% stake reduction during losing streaks.

standalone pagebet-bodhi-public
daemon: macro-regime-daemon.ts // alert_threshold: 0.5 // slump_multiplier: 0.5↗ EXPLORE
TypeScriptESPN APISupabaseTelegram Bot APIMacro Regime TelemetrySlump Mode Throttling+1
CASE_STUDIES // FEED[32/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-06-26Advanced Complexity

[MULTI-SPORT SCANNER PIPELINE & BODHI PRISM AGENT FACADE]

five-league ingestion through a unified agent interface

Orchestrates daily-scanner.ts across MLB, NHL, NBA, MMA, and KBO data engines, resolves Gamma markets via fuzzy mascot matching, and exposes all capabilities through the Bodhi Prism agent facade.

standalone pagebet-bodhi-public
sports_engines: 5 // pipeline: daily-scanner.ts // agent_facade: BodhiPrism↗ EXPLORE
TypeScriptPolymarket Gamma APIMLB APINHL APINBA APIKBO API+6
CASE_STUDIES // FEED[31/63]
Quantitative Engineering & Microstructure//technical
2026-06-30Hardened Complexity

[MLB TEMPORAL REPLAY & POLYMARKET HISTORICAL INDEX]

5,107-game no-lookahead backtest with 98.4% closed-market match rate

Replays every 2024–2025 final MLB game through production pillar weights with as-of-first-pitch hydration, bulk-loaded closed Gamma moneylines, resumable row cache, and post-run concentration slicing.

standalone pagebet-bodhi-public
games: 5107 // poly_match: 98.4% // lookahead: none // fast_mode: 5-10x↗ EXPLORE
TypeScriptMLB APINode.jsSQLitePolymarket Gamma APICLOB prices-history+1
CASE_STUDIES // FEED[30/63]
Quantitative Engineering & Microstructure//strategic
2026-06-30Hardened Complexity

[SIGNAL VS EXECUTION & SLATE CONCENTRATION]

full firehose vs top-5 / top-3 / top-1 daily filters

Decomposes handicapping signal from tradable Polymarket routes, then proves tighter daily concentration monotonically lifts win rate — top-1 tradable reaches 66.0% on 153 bets without changing the underlying model.

standalone pagebet-bodhi-public
all_wr: 60.0% // top5_wr: 63.6% // top1_tradable_wr: 66.0% // pass_vs_poly: split↗ EXPLORE
TypeScriptPolymarket Gamma APISQLite WALTemporal ConcentrationSlate OptimizationAs-Of Execution Hydration
CASE_STUDIES // FEED[29/63]
Quantitative Engineering & Microstructure//strategic
2026-06-20Advanced Complexity

[ORCHESTRATION ALPHA & REGIME PHYSICS]

Strategic Intent (Why)

Solves strategy decay by managing market regimes, drawdown boundaries, and trader cognitive tax in a unified loop.

standalone pagebayesianpivot-public
regime_adaptation: active // cognitive_drift: monitored↗ EXPLORE
Python 3.11Gemini APINumPySupabaseMarket Regime DetectionATR Volatility Windows+1
CASE_STUDIES // FEED[28/63]
Distributed Systems & High-Throughput State//technical
2026-06-20Hardened Complexity

[SOVEREIGN SWEEP & PRICING VERIFICATION PIPELINE]

Dual-Feed Pricing & High-Probability Sweeps

Runs parallel Coinbase and yFinance feeds to prevent data de-sync, filtering setups through rigid fractal and ATR boundaries.

standalone pagebayesianpivot-public
pricing_feed: verified // delta_limit: <0.5%↗ EXPLORE
Python 3.11CCXTyFinanceDual Pricing FeedsATR Stop BuffersFractal Sweep Detection+1
CASE_STUDIES // FEED[27/63]
Cognitive AI & Multi-Agent Swarms//strategic
2026-06-20Advanced Complexity

[COGNITIVE CIRCUIT BREAKER & BIOMETRICS]

Managing Human-in-the-Loop Emotional Friction

Integrates real-time biometric metrics and Telegram psychology polling to apply sizing penalties during trader tilt.

standalone pagebayesianpivot-public
tilt_guard: psychology_engine // response_cost: active↗ EXPLORE
Telegram Bot APIPython 3.11Biometric PsychometricsHRV Stress TrackingTilt Guard Throttling
CASE_STUDIES // FEED[26/63]
Distributed Systems & High-Throughput State//commit
2026-06-20Foundational Complexity

[CONTEXT COMPRESSION & TOKEN GATING]

Gemini API Optimization & Cost Control

Compresses prop rules and news data from 15k characters to under 4k, reducing Gemini API credit costs by 60%.

standalone pagebayesianpivot-public
payload_reduction: 73% // credit_savings: 60%↗ EXPLORE
Gemini APIPython 3.11Prompt Context CompressionToken GatingFew-Shot OptimizationCost Guardrails
CASE_STUDIES // FEED[25/63]
Distributed Systems & High-Throughput State//commit
2026-06-20Foundational Complexity

[SQLITE TOKEN TRACKER & BUDGET GATE]

Automated Financial Circuit Breaker

Monitors Gemini prompt and candidate tokens in SQLite, triggering Telegram alerts and halting LLM calls at a $2.00 daily limit.

standalone pagebayesianpivot-public
daily_ceiling: $2.00 // alerts: active↗ EXPLORE
SQLite WALTelegram Bot APIPython 3.11Token Cost LedgerAutomated Financial CeilingsReal-Time Spending Alerts
CASE_STUDIES // FEED[24/63]
Distributed Systems & High-Throughput State//technical
2026-06-20Hardened Complexity

[FAULT-TOLERANT DAEMON ARCHITECTURE]

Handling Connection Reset by Peer

Wraps sync queries and broker API calls in retry wrappers, achieving 99.9% uptime despite connection resets.

standalone pagebayesianpivot-public
error_catch: active // daemon_uptime: 99.9%↗ EXPLORE
Python 3.11SupabaseasyncioSQLite WALRetry Exponential BackoffNetwork Resiliency+1
CASE_STUDIES // FEED[23/63]
Quantitative Engineering & Microstructure//technical
2026-06-20Hardened Complexity

[TWO-TIERED EXECUTION ROUTING]

Balancing Latency vs Analytical Conviction

Bypasses the LLM validator for fast 50ms math-only sweeps, routing long-duration setups through the Gemini validator.

standalone pagebayesianpivot-public
routing_latency: hybrid // execution_speed: <50ms↗ EXPLORE
Python 3.11NumPyGemini 2.5 FlashHybrid Execution Routing50ms Fast Math EngineAsynchronous LLM Validator
CASE_STUDIES // FEED[22/63]
Cognitive AI & Multi-Agent Swarms//feedback
2026-06-20Advanced Complexity

[SFT LOOPS & FEEDBACK MOATS]

Continuous Improvement of LLM Scopes

Combines real-time trade prompt updates with weekly supervised fine-tuning (SFT), lifting average trade PnL from $4.21 to $57.53.

standalone pagebayesianpivot-public
retraining_type: soft_and_hard // sft_acc: high↗ EXPLORE
Gemini 1.5 Pro SFTSQLite WALSupabaseJSONL SFT DatasetsSoft/Hard Retraining LoopsModel Weight Calibration
CASE_STUDIES // FEED[21/63]
Distributed Systems & High-Throughput State//technical
2026-06-26Hardened Complexity

[STEALTH TRADELOCKER EXECUTION AUTOMATION]

browser-fingerprint order routing without account flagging

Headless prop-firm execution automation that replays TradeLocker web sessions with browser fingerprints, gated auto-execution, and multi-account equity sync.

standalone pagebayesianpivot-public
auto_exec_gate: 9.0+ // validity: IOC // multi_account: A+B↗ EXPLORE
Python 3.11requestsTradeLocker backend-apiSQLite WALBrowser Fingerprint EmulationMulti-Account Order Dispatch+1
CASE_STUDIES // FEED[20/63]
Cognitive AI & Multi-Agent Swarms//technical
2026-07-27Advanced Complexity

[COUNTERFACTUAL SUPERVISORY AGENT & SELF-HEALING SFT]

post-veto price action auditing & autonomous prompt correction

Deploys a dedicated macOS LaunchAgent daemon to post-audit rejected signals, detecting overly cautious AI vetoes and auto-injecting corrective few-shot rules.

standalone pagebayesianpivot-public
daemon: com.sovereign.supervisor // audit_interval: 30m // lookback: 4h↗ EXPLORE
Python 3.11macOS launchdSQLite WALIn-Context RAGCounterfactual Shadow Auditingcom.sovereign.supervisor+1
CASE_STUDIES // FEED[19/63]
Quantitative Engineering & Microstructure//technical
2026-07-27Hardened Complexity

[TIER-1 MACRO NEWS & JUDAS REVERSAL SCANNER]

post-news liquidity sweep capture & spread spike windowing

Restricts news filtering strictly to Tier-1 USD catalysts (FOMC, CPI, NFP) and deploys a specialized Judas Reversal scanner to capture institutional sweeps post-release.

standalone pagebayesianpivot-public
catalysts: FOMC+CPI+NFP+PCE // protection_window: t-1m to t+2m↗ EXPLORE
Python 3.11NewsFilterNewsCatalystScannerMicrostructure POI RoutingJudas Reversal EngineTier-1 USD Volatility Gating
CASE_STUDIES // FEED[18/63]
Distributed Systems & High-Throughput State//technical
2026-06-20Foundational Complexity

[DATABASE-LEVEL ZERO-TRUST ACCESS ISOLATION]

granular multi-role permissions using native PostgreSQL RLS

Enforces query boundaries on coaches, parents, and athletes using Supabase user session context.

standalone pageeast-highpeformance-hongkong
active_policies: 12 // audit_fails: 0.00% // verified_repo: github.com/nicholasmacaskill/east-highpeformance-hongkong↗ EXPLORE
PostgreSQL RLSSupabase AuthNext.js App RouterTypeScriptZero-Trust Role IsolationSession Claims Verification
CASE_STUDIES // FEED[17/63]
Distributed Systems & High-Throughput State//technical
2026-06-20Foundational Complexity

[ASYNCHRONOUS STRIPE TRANSACTION RECONCILIATION LEDGER]

atomic ledger bookkeeping syncs client credit wallets

Processes Stripe webhook events asynchronously to adjust client credit balances atomically.

standalone pageeast-highpeformance-hongkong
webhook_reconciliation: verified // retry_rate: 0.02%↗ EXPLORE
Stripe APIPostgreSQL FunctionsNext.js WebhooksAtomic Credit LedgersAsynchronous Event IdempotencyTypeScript
CASE_STUDIES // FEED[16/63]
Distributed Systems & High-Throughput State//commit
2026-06-20Foundational Complexity

[HIGH-CONCURRENCY BOOKING & SCHEDULE LOCKS]

double-booking prevention through transactional SQL RPCs

Allocates training resources and validates capacity thresholds during peak registration windows.

standalone pageeast-highpeformance-hongkong
active_locks: 0 // transaction_rollback_rate: 0.12%↗ EXPLORE
PostgreSQL RPCsSupabase ClientRow-Level Pessimistic LockingDouble-Booking PreventionACID TransactionsTypeScript
CASE_STUDIES // FEED[15/63]
Autonomous SWE & Adversarial QA//commit
2026-06-26Hardened Complexity

[ROBOTIC VERIFICATION & MULTI-VARIATE E2E TESTING]

playwright inspector robots with zero-tolerance false-failure policy

Mandates dedicated Playwright verification robots for every frontend-backend change, enforcing a five-phase selector strategy and Supabase-backed setup/teardown across 100+ E2E specs.

standalone pageeast-highpeformance-hongkong
test_suite: 100+ specs // workers: 1 // env_routing: test + production↗ EXPLORE
PlaywrightTypeScriptSupabase Admin APINext.jsRobotic Test AutomationDeterministic Fixture Teardowns+1
CASE_STUDIES // FEED[14/63]
Web3 Primitives & Cryptographic Routing//technical
2026-06-20Frontier Complexity

[ZK PERFORMANCE ATTESTATION CIRCUIT]

client-side proof generation

Mathematically attests that a closed-trade history meets a public Sharpe threshold—without revealing positions, sizing, entries, exits, or asset identity.

standalone pageverithra-public
status: compiled // generation: local // disclosure: scorecard_only // verified_repo: github.com/nicholasmacaskill/verithra-public↗ EXPLORE
Noir DSLRustWebAssemblyUltraPlonk ProverClient-Side ZK ProofsZero-Knowledge Sharpe Scorecard
CASE_STUDIES // FEED[13/63]
Distributed Systems & High-Throughput State//technical
2026-06-20Foundational Complexity

[WITNESS INGESTION PIPELINE]

closed-trade normalization

Normalizes closed-trade history from private ledgers and TLS-notarized exchange sources into a witness format the prover can bind—without exporting trade-level detail.

standalone pageverithra-public
ingest: normalized // witness: bound // trade_detail: withheld // verified_repo: github.com/nicholasmacaskill/verithra-public↗ EXPLORE
Python 3.11SQLitezkTLS NotarizationWitness NormalizationPrivate Trade Ledger Sanitization
CASE_STUDIES // FEED[12/63]
Web3 Primitives & Cryptographic Routing//technical
2026-06-20Hardened Complexity

[ATTESTATION GATEWAY]

proof verification and signed receipts

Verifies submitted proofs against public claim metadata at the API boundary, then issues signed attestation receipts downstream systems can trust without re-running the prover.

standalone pageverithra-public
status: active // attestation: signed // reverify: not_required // verified_repo: github.com/nicholasmacaskill/verithra-public↗ EXPLORE
Python 3.11FastAPIHMAC-SHA256Noir VerifierSigned Attestation ReceiptsPublic Claim Verification
CASE_STUDIES // FEED[11/63]
Sovereign Architecture & Systems Design//strategic
2026-06-20Foundational Complexity

[HARDENED LOCAL-FIRST DEV WORKSPACE]

Workspace Design & Architecture

A local-first monorepo using Turborepo to eliminate compile redundancy and coordinate development work.

standalone pagesoftware-as-glass-public
tool_tax: collapsed_to_zero // latency: negligible↗ EXPLORE
TypeScriptTurborepoLocal-First ArchitectureNext.js 16Zero-Latency Dev PipelinesHermetic Workspace Isolation
CASE_STUDIES // FEED[10/63]
Sovereign Architecture & Systems Design//technical
2026-06-20Foundational Complexity

[DEV SWARM ORCHESTRATION TOOLING]

Multi-Agent UI/UX Parallelization

Leverages multi-agent manager-worker parallel orchestration to automate styling compiles and tests.

standalone pagesoftware-as-glass-public
swarms: active // parallel_compiles: enabled↗ EXPLORE
Next.js App RouterZustandTailwind CSSMulti-Agent UI ParallelizationAutonomous Component Swarms
CASE_STUDIES // FEED[09/63]
Sovereign Architecture & Systems Design//technical
2026-06-26Foundational Complexity

[SPOKE DOMAIN & PATH ROUTING]

middleware-driven multi-domain project resolution

Maps sovereign hostnames and path prefixes to the correct project layer without duplicating deploy targets.

standalone pagesoftware-as-glass-public
spoke_domains: 5 // project_layers: 3 // header_injection: x-active-project↗ EXPLORE
Next.js MiddlewareTypeScriptVercel Edge NetworkCustom Spoke Hostname RewritesZero-Downtime Spoke Resolution
CASE_STUDIES // FEED[08/63]
Sovereign Architecture & Systems Design//commit
2026-06-26Foundational Complexity

[CROSS-PROJECT NAVIGATION NORMALIZATION]

global bottom nav sync across hostname transitions

Normalizes client-side path prefixes and theme classes so the global footer works across layers and spoke hosts.

standalone pagesoftware-as-glass-public
nav_columns: 4 // theme_sync: html+body // spoke_aware: true↗ EXPLORE
ReactNext.js App RouterTypeScriptFramer MotionTailwind CSS
CASE_STUDIES // FEED[07/63]
Sovereign Architecture & Systems Design//commit
2026-06-28Foundational Complexity

[SEMANTIC IDENTITY & AEO CONTROL]

entity graph defense, metadata sovereignty, and snippet extraction isolation

Multi-layer AEO stack decoupling sovereign identity from homonym entities while forcing crawlers to ingest head-layer narrative instead of terminal UI fragments.

standalone pagesoftware-as-glass-public
vector_split: active // head_overrides: 10 routes // nosnippet_blocks: 2 // entity_files: ai.txt + llms.txt↗ EXPLORE
Identity Metadata LayerJSON-LD SchemasNext.js Metadata APIai.txtllms.txtdata-nosnippet+1
CASE_STUDIES // FEED[06/63]
Sovereign Architecture & Systems Design//strategic
2026-06-20Advanced Complexity

[MULTIDIMENSIONAL ALIGNMENT & DIVERGENCE MODEL]

mathematical divergence modeling of behavioral coherence

Computes daily system alignment and divergence penalty based on standard deviation across four sovereign pillars (quant execution fleets, prediction CLOB latency, enterprise architecture, and operator nervous system tone).

standalone pageglassmetric-public
scoring_frequency: reactive // alignment_penalty_cutoff: >15 stddev↗ EXPLORE
TypeScriptNext.js 16Tremor ChartsStandard Deviation Variance ModelingCross-Domain Alignment Penalty
CASE_STUDIES // FEED[05/63]
Distributed Systems & High-Throughput State//technical
2026-06-20Foundational Complexity

[SUPABASE REALTIME INGESTION & CHANNEL SUBSCRIPTIONS]

pg-channel database events to reactive client propagation

Subscribes client viewports to real-time events on the PostgreSQL epistemic ledger via websockets, enabling immediate UI HUD reactivity without polling overhead.

standalone pageglassmetric-public
subscription_state: active // websocket_transport: ws-secure↗ EXPLORE
Supabase ClientPostgreSQL WebhookWebsocketsRealtime HUD State StreamingClient Cache Merging
CASE_STUDIES // FEED[04/63]
Sovereign Architecture & Systems Design//strategic
2026-06-26Foundational Complexity

[STACKED MARQUEE OBSERVABILITY LAYER]

strategic intent for tiered data freshness

Renders nine synchronized scrolling bands on the Memoirs homepage, mixing generative audio telemetry, live market prices, and Polymarket baseball stats without a single blocking data dependency.

standalone pagesoftware-as-glass-public
banner_layers: 9 // poll_interval: 10s // ws_feeds: 1↗ EXPLORE
ReactFramer MotionTone.jsCoinbase WebSocketTypeScript
CASE_STUDIES // FEED[03/63]
Web3 Primitives & Cryptographic Routing//technical
2026-06-26Hardened Complexity

[POLYMARKET GAMMA & ACTIVITY FEED RESOLVER]

mlb odds, baseball volume, and trade history fallbacks

Resolves upcoming MLB moneyline markets from the Gamma sports series, filters props, and falls back from authenticated CLOB history to the public activity API when server secrets are unavailable.

standalone pagesoftware-as-glass-public
mlb_series_id: 3 // upcoming_cap: 5 // proxy_fallback: active↗ EXPLORE
Polymarket Gamma APIPolymarket Data API@polymarket/clob-clientEthers.js v6PolygonTypeScript
CASE_STUDIES // FEED[02/63]
Distributed Systems & High-Throughput State//technical
2026-06-26Foundational Complexity

[TIERED STATS CACHE & FAST ROUTE]

in-flight deduplication for expensive pnl math

Splits sports data into a fast stats route and a full sports route, caching baseball profit and win rate for five minutes with a shared in-flight promise to prevent duplicate gateway work.

standalone pagesoftware-as-glass-public
cache_ttl: 300s // stats_route: /memoirs/api/sports/stats // max_duration: 60s↗ EXPLORE
Next.js Route HandlersPolymarketGatewayTypeScriptIn-Flight Promise DeduplicationTiered 5-Minute In-Memory Cache
CASE_STUDIES // FEED[01/63]
Distributed Systems & High-Throughput State//commit
2026-06-26Foundational Complexity

[CLIENT POLLING & STALE-STATE MERGE]

dual-fetch sports loop with odds preservation

Polls the fast stats endpoint first to paint baseball volume and profit, then hydrates the full sports payload while preserving last-known odds if the slow route times out.

standalone pagesoftware-as-glass-public
poll_ms: 10000 // cache_policy: no-store // stale_merge: enabled↗ EXPLORE
ReactuseEffectfetchsessionStorageTypeScript
flocano labs studio
sovereign r&d forge
Sovereign Operating Model // Case Studies Verified
SIGNAL_DETECTED:"system online // first dossier lesson logged"//TARGET:sovereign layer////////////////////////
Flocano Labs
ARCHITECTURELAYER
Memoirs
TASTELAYER
Nicholas Alexander MacAskill
IDENTITYLAYER
Biography
ABOUTFOUNDER