Application map · explore the portfolio

One portfolio. Focused applications.

36 applications, from AI foundations and agent systems to digital twins and humanoid robotics. Explore the parent applications and their labs below. The three-letter code is the permanent key between each application, repository, and aserdargun.com subdomain.

CodeApplicationRepositoryAddress
aiaAI Ecosystem AtlasAn evidence-backed research console for comparing AI products and developer ecosystems.Current
Evidence & related knowledge
Kind
Atlas
Status
Live
Evidence
172 sources · 396 claims
Research cutoff
Verified
Released
26428133
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cpuCPU Atlas — RISC-V Processor ArchitectureA visual knowledge and learning guide to how processors work. Twelve lessons connect RISC-V instructions, registers, datapaths, pipelines and caches with logic gates, transistors and physical layouts. Interactive RTL/WASM examples help you explore the concepts step by step.Review soon
Evidence & related knowledge
Kind
Atlas
Status
Live
Verified
Released
c7952b68

Guiding questionHow do processors work, from instructions to transistors?

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rtxRTX Spark Atlas — N1X 128 GBExplore Arm CPU, Blackwell GPU, NVLink-C2C and 128 GB unified memory in a bilingual Blender and Three.js atlas. Select components, separate layers and animate data flows. A representative educational model based on NVIDIA documentation, not a measured physical blueprint.Current
Evidence & related knowledge
Kind
Atlas
Status
Live
Verified
Released
69e9c818

Guiding questionHow do Arm and CUDA share work and memory in N1X?

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llmLLM Runtime & Serving AtlasA source-backed field guide to LLM runtimes and serving engines across seven architectural layers, with an interactive learning layer.Current
Evidence & related knowledge
Kind
Atlas
Status
Live
Evidence
31 sources
Research cutoff
Verified
Released
14705272
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tflSub-application of LLMTFL — Token Flow LaboratoryExplore nine deterministic serving experiments and ten guided checkpoints: queueing, prefill, KV reservations, decode and token delivery. Compare scheduling, latency and throughput; token text is scripted and timings are synthetic, with no model execution or hardware benchmark.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Verified
Released
ede67080

Guiding questionHow do finite serving resources shape a request’s path to its next token?

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hnsHarness Engineering ObservatoryA bilingual, source-backed observatory comparing seven agent-system layers: execution, tools, context, lifecycle, observability, verification, and governance. Evidence and editorial interpretation remain separate; no universal ranking.Current
Evidence & related knowledge
Kind
Observatory
Status
Live
Evidence
49 sources · 79 claims
Research cutoff
Verified
Released
bf0b2c66
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dplSub-application of HNSDPL — Decision Plane LaboratoryAn independent deterministic simulation for the decision plane: take a short path, evaluate further, ask for evidence, wait for approval, abstain or block an action.Current
Evidence & related knowledge
Kind
Lab
Status
Live · Synthetic simulation
Evidence
2 sources
Verified
Released
43bbc5c5

Guiding questionWhen should an agent decide, ask, wait, or stop?

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culSub-application of HNSCUL — Computer Use LaboratoryObserve, act, verify: synthetic computer-use scenarios that keep targeting, approval and result checking inside one controlled browser environment.Current
Evidence & related knowledge
Kind
Lab
Status
Live · Synthetic simulation
Evidence
3 sources
Verified
Released
b2bff74d

Guiding questionHow does an agent act on a screen, and how is the result verified?

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aosSub-application of HNSAgent Operating SystemA public guide to a target agent operating-system architecture: local models, an isolated computer, an open state and human control.Current
Evidence & related knowledge
Kind
Lab
Status
Live · Target architecture
Evidence
13 sources
Verified
Released
5a46769c

Guiding questionWhat would an agent operating system need to stay observable and human-controlled?

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arlSub-application of HNSARL — Agent Runtime LaboratoryInspect a deterministic agent run through harness, context, security and evaluation lenses. Explore tool use, evidence and one-use approval; all actions remain inside the simulation.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Verified
Released
1c82f963

Guiding questionWhat happens between intent and action?

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agrSub-application of HNSAgoraA deliberation panel of OpenRouter’s free models. Every seat answers the proposition alone, then answers the other seats by name, and the dissenters are invited back once more. Agora counts the discussion itself and reports whether the panel converged, measured against a bar it declares in advance. Agreement is reported as agreement, never as correctness.Current
Evidence & related knowledge
Kind
Lab
Status
Preview · live, awaiting its own address
Verified
Released
5c468b6a

Guiding questionDo free models converge on anything, or only agree when they were never tested against each other?

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secAI Systems Security ObservatoryA bilingual, evidence-aware observatory for tracing AI-agent trust from model intent through identity, authorization, constrained action, audit, and incident recovery.Current
Evidence & related knowledge
Kind
Observatory
Status
Live
Evidence
11 sources · 13 claims
Research cutoff
Verified
Released
08d3f5a2
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ctxContext & Knowledge EngineeringA bilingual, source-backed field guide to the information system that runs before a model answers, from ingestion and retrieval through citation, caching, and memory.Current
Evidence & related knowledge
Kind
Observatory
Status
Live
Evidence
16 sources · 19 claims
Research cutoff
Verified
Released
8d811e5b
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memSub-application of CTXMEM — Agent Memory LaboratoryExplore agent memory across six synthetic scenarios and three memory policies: recall, source and version links, correction, expiry, deletion and JSON export.Current
Evidence & related knowledge
Kind
Lab
Status
Live · Synthetic simulation
Evidence
3 sources
Verified
Released
d194dce2

Guiding questionWhat should an agent remember, and when should it recheck?

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evlAI Evaluation & Reliability LabA bilingual, evidence-aware workbench for evaluation contracts and deterministic AI release decisions across output, trajectory, outcome, robustness, safety, and operations.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Evidence
5 sources
Research cutoff
Verified
Released
e66e5f4e
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uslUnsloth Studio Learning AtlasA bilingual learning atlas with eight lessons, a 12-week roadmap, teaching labs and historical experiment evidence for LoRA/QLoRA, datasets, evaluation and local deployment. No live GPU or training; ADP extends adaptation practice with synthetic experiments.Current
Evidence & related knowledge
Kind
Atlas
Status
Live
Evidence
6 sources · 8 claims
Research cutoff
Verified
Released
3b994bd8
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adpSub-application of USLADP — Model Adaptation LaboratoryExplore Full FT, LoRA and QLoRA through parameter counts, memory estimates, data preparation and synthetic training/evaluation experiments. USL provides the adaptation foundation; an optional DCL handoff carries educational workload metadata into deployment planning. No real model is trained or deployed.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Verified
Released
147376b5

Guiding questionHow does a base model become adapted to a task?

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gpuGPU Kernel Engineering — Kernel AtlasA bilingual 12-week interactive atlas for CUDA, Triton, GPU memory, LLM operators, correctness, profiling, inference, and multi-GPU systems.Current
Evidence & related knowledge
Kind
Atlas
Status
Live
Evidence
70 sources · 24 claims
Research cutoff
Verified
Released
0f8f0370
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polSub-application of GPUPOL — Programming LanguagesEnglish-only comparisons of the same tasks across programming languages: types, memory, paradigms and concurrency. Programming foundations that support GPU learning, but are not limited to GPU. Executed examples and hand-reviewed examples remain distinct.Current
Evidence & related knowledge
Kind
Tool
Status
Live · English only
Verified
Released
b338f302

Guiding questionHow do languages express the same program differently?

Next directionUse programming foundations before GPU kernel study; this is not a GPU execution simulator.

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gexSub-application of GPUGPU Execution ExplorerTrace GPU anatomy, kernel launches, warp masks, memory access, and matrix tiles through six interactive lessons. Results come from an educational execution model, not profiler measurements.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Evidence
6 sources
Verified
Released
fc6cd8a0

Guiding questionHow does a kernel become hardware execution?

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cldCloud Provider Cost ComparisonA source-backed decision tool comparing pre-tax USD costs for cloud services available from Türkiye.Current
Evidence & related knowledge
Kind
Tool
Status
Live
Evidence
72 sources
Research cutoff
Verified
Released
acc32a48
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lclLocal Compute LabA bilingual, source-backed workbench matching open-weight model requirements to NVIDIA, AMD, and Apple devices. Explore dated market observations, memory assumptions, compatibility evidence, and concept cards; compare local and cloud deployment assumptions in the shared DCL lab.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Evidence
18 sources · 17 claims
Research cutoff
Verified
Released
e7a55847
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dclShared laboratory of CLD + LCLDeployment Choice LaboratoryThe shared laboratory of CLD and LCL. Compare local hardware, cloud GPUs, managed inference and token APIs against workload, memory, privacy and cost assumptions. Hard constraints and educational estimates explain conditional choices; no live pricing or universal winner is claimed.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Verified
Released
7e1f02f1

Guiding questionWhere should this workload run, and under which assumptions?

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wfmWorld Models AtlasA living research atlas tracing how world models connect perception, prediction, planning, and action through primary sources.Current
Evidence & related knowledge
Kind
Atlas
Status
Live
Evidence
22 sources · 28 claims
Research cutoff
Verified
Released
d024403c
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wmlSub-application of WFMWorld Model LaboratoryExplore observation, belief, prediction, planning, and counterfactual branches in WFM’s experiment laboratory. Compare three hand-coded predictors against a simulated world; these are not trained foundation models.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Verified
Released
f1f3181a

Guiding questionHow does a prediction change when beliefs or actions change?

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swiSWI — Swarm IntelligenceA bilingual swarm-intelligence atlas with eight biology dossiers, 21 selected studies and eight static agent experiment templates. SWI observes and explains; ANT and BEE own the colony simulations. Recipes export Markdown/JSON without running agents; the agenda stays in the browser.Current
Evidence & related knowledge
Kind
Atlas
Status
Live
Evidence
11 sources · 13 claims
Research cutoff
Verified
Released
d8db4067
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antSub-application of SWIANT — Ant Colony Intelligence LaboratorySWI’s companion ant-colony lab: one reproducible experiment, three guided exercises and run replay. Explore local rules, food-pheromone trails and evaporation. Home chemical is observational; returning ants use idealized path integration. No species calibration or guaranteed shortest path; synchronized A/B is future work.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Evidence
2 sources
Verified
Released
76528e19

Guiding questionHow can local chemical traces coordinate foraging without a central plan?

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beeSub-application of SWIBEE — Honey Bee Collective Intelligence LaboratoryFour deterministic, bilingual experiments within SWI’s research family: explore local discovery, private memory, dance recruitment and resource allocation with a same-seed dance-off control, guided lessons and JSON replay. An Apis mellifera-inspired educational model; results use model units, not field measurements or biological predictions.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Evidence
3 sources
Verified
Released
34a04d16

Guiding questionHow do private memory and local dance signals shape collective foraging in this model?

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itlIndustrial Twin LabAn English research publication with authored deterministic P-101 evidence fixtures. Explore pump anatomy in PDT and computed synthetic decision experiments in DTR; each application has separate models and state, with no field connection or control authority.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Evidence
7 sources
Research cutoff
Verified
Released
7d13268f
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dtrSub-application of ITLDTR — Digital Triplet LaboratoryExplore six synthetic pumping scenarios with an independent twin, three 60-second alternatives, explicit human approval, prediction–outcome comparison and JSON experiment records. Runs entirely in the browser with explainable rules; no LLM, field telemetry or machine commands.Current
Evidence & related knowledge
Kind
Lab
Status
Live · Synthetic simulation
Evidence
5 sources
Verified
Released
47e3d046

Guiding questionWhen does a twin prediction support a decision, and what does the outcome reveal?

Next directionCompare model assumptions with computed outcomes; a better fit and browser approval do not establish field validation or control authority.

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pdtSub-application of ITLP-101 Interactive Digital TwinExplore P-101 through four views, nine components, eight sensor locations and five authored pump conditions. Compare qualitative synthetic signals; this ITL teaching companion has no live telemetry or shared experiment state.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Verified
Released
97cdeb53

Guiding questionHow do pump components relate to operating conditions?

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engOpen Humanoid EngineeringThe learning system’s humanoid engineering horizon: an English manifesto following ITL, with HEX as its exploration companion. The proposed four-year spine, AI lab pipeline, and dated 2026 frontier signals are primary sources of truth. Seven specializations lead to portfolios; no degree, running AI laboratory, or completed physical robot is claimed.Current
Evidence & related knowledge
Kind
Horizon
Status
Horizon · English manifesto
Research cutoff
Verified
Released
cc216bad

Guiding questionHow can an AI-native team turn a digital humanoid design into evidence for human review?

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hexSub-application of ENGHumanoid Engineering ExplorerExplore humanoid structure, joints, actuation, sensors, and power/data paths through ENG’s interactive 3D learning object. Movements are kinematic teaching aids, with no asserted dynamics or hardware performance.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Evidence
4 sources
Verified
Released
0581b433

Guiding questionHow do body, joints, sensing, and control work together?

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visComputer Vision Knowledge BankA source-backed computer-vision field guide across seven perception layers, each layer naming what it is not for, plus a deterministic laboratory that measures the same ideas against a per-pixel answer key. The knowledge bank explains and cites; the laboratory measures. Classical operators, a CNN trained at runtime, monocular depth cues and optical flow all run on a CPU path by default and an honestly probed WebGPU path when available.Current
Evidence & related knowledge
Kind
Atlas
Status
Live · Knowledge bank + laboratory
Evidence
13 sources · 16 claims
Research cutoff
Verified
Released
55425150

Guiding questionWhat does a camera actually know, and how much of that survives contact with the real world?

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cvlSub-application of VISCVL — Computer Vision LaboratoryA deterministic laboratory that measures eight computer-vision layers against a per-pixel answer key painted in the same pass as the synthetic scene. Classical operators, a convolutional network trained at run time, monocular depth cues and sparse optical flow run on an f64 CPU path by default and on an honestly probed WebGPU path when an adapter exists. The VIS knowledge bank explains; CVL measures.Current
Evidence & related knowledge
Kind
Lab
Status
Active · Deterministic measurement
Verified
Released
e20c5137

Guiding questionWhich failure does this operator reach first, and can it be measured before it ever meets a real camera?

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ilmILMEK — A World RewovenA third-person exploration game that turns this learning system into playable ground: every registered application is a region with its own puzzle mechanic, and the world is restored by rediscovering how systems relate and reconnecting them. Geometry, texture and sound are generated procedurally at runtime. There are no accounts, API keys, paid services or live model calls, and the in-game puzzles are teaching models rather than the applications' own measurements.Current
Evidence & related knowledge
Kind
Lab
Status
Live · Playable in the browser
Research cutoff
Verified
Released
2556b5c8

Guiding questionCan this whole system be learned by playing it instead of reading it?

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