Application map · explore the portfolio

One portfolio. Focused applications.

Ten core learning applications, three standalone labs, two horizon bridges, and one long-term horizon. 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
Research cutoff
Verified
Released
aaf2843a
aia-aserdargun-com opens in a new tabaia.aserdargun.com opens in a new tab
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
Research cutoff
Verified
Released
1dcffa15
llm-aserdargun-com opens in a new tabllm.aserdargun.com opens in a new tab
hnsHarness Engineering ObservatoryA bilingual, source-backed observatory for comparing the harnesses, runtimes, orchestration, execution, verification, and observability layers that turn model capability into reliable agent systems.Current
Evidence & related knowledge
Kind
Observatory
Status
Live
Research cutoff
Verified
Released
c8dc99e2
hns-aserdargun-com opens in a new tabhns.aserdargun.com opens in a new tab
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
Research cutoff
Verified
Released
20e88314
sec-aserdargun-com opens in a new tabsec.aserdargun.com opens in a new tab
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
Research cutoff
Verified
Released
49eee95c
ctx-aserdargun-com opens in a new tabctx.aserdargun.com opens in a new tab
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
Research cutoff
Verified
Released
8b4e8987
evl-aserdargun-com opens in a new tabevl.aserdargun.com opens in a new tab
uslUnsloth Studio Learning AtlasA bilingual, evidence-aware learning atlas for Unsloth Studio, LoRA, QLoRA, dataset engineering, evaluation, and local model deployment.Current
Evidence & related knowledge
Kind
Atlas
Status
Live
Research cutoff
Verified
Released
04bdc5e0
usl-aserdargun-com opens in a new tabusl.aserdargun.com opens in a new tab
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
Research cutoff
Verified
Released
d6cd2540
gpu-aserdargun-com opens in a new tabgpu.aserdargun.com opens in a new tab
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
Research cutoff
Verified
Released
af301413
cld-aserdargun-com opens in a new tabcld.aserdargun.com opens in a new tab
lclLocal Compute LabA source-backed decision workbench matching open-weight model requirements with NVIDIA, AMD, and Apple devices for a local AI lab.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Research cutoff
Verified
Released
0b52f953
lcl-aserdargun-com opens in a new tablcl.aserdargun.com opens in a new tab
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
Research cutoff
Verified
Released
3e29ae5d
wfm-aserdargun-com opens in a new tabwfm.aserdargun.com opens in a new tab
swiSWI — Swarm IntelligenceA bilingual research platform connecting biological mechanisms, source-backed studies, and agent experiment recipes. ANT and BEE extend its collective-intelligence research into interactive colony laboratories.Current
Evidence & related knowledge
Kind
Atlas
Status
Live
Research cutoff
Verified
Released
347acfe0
swi-aserdargun-com opens in a new tabswi.aserdargun.com opens in a new tab
antANT — Ant Colony Intelligence LaboratoryA colony experiment lab within SWI’s research family. Explore how local rules, pheromone trails, evaporation, and exploration produce collective foraging through reproducible simulations.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Verified
Released
a08e44f9

Guiding questionHow does a colony find a shared trail without a central plan?

ant-aserdargun-com opens in a new tabant.aserdargun.com opens in a new tab
beeBEE — Honey Bee Collective Intelligence LaboratoryA colony experiment lab within SWI’s research family. Study honey bee discovery, waggle-dance recruitment, and resource allocation, including a paired control colony with dance communication disabled.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Verified
Released
121f40eb

Guiding questionHow does dance communication change a colony’s foraging choices?

bee-aserdargun-com opens in a new tabbee.aserdargun.com opens in a new tab
itlIndustrial Twin LabA public research publication and deterministic concept demonstrator for isolated, reproducible industrial machine-intelligence experiments in digital twins.Current
Evidence & related knowledge
Kind
Lab
Status
Live
Research cutoff
Verified
Released
b3eaa625
itl-aserdargun-com opens in a new tabitl.aserdargun.com opens in a new tab
engOpen Humanoid EngineeringA live manifesto for project-based, AI-native humanoid engineering education and the long-term embodied horizon the learning system serves.Current
Evidence & related knowledge
Kind
Horizon
Status
Horizon · active research
Research cutoff
Verified
Released
1833a85e
eng-aserdargun-com opens in a new tabeng.aserdargun.com opens in a new tab