The state of the art, kept current by machines.

Dreamlab Live Research uses autonomous systems to track the state of the art in fields of interest. New trackers appear as the interests do.

Each tracker below is a page a machine maintains: a scheduled job searches its beat, triages what it finds against everything it already knows, keeps a standing verdict — the current state of the art, with the receipts — and records every dethronement. Every page carries its own freshness line, computed from its dataset rather than from this build, so a tracker that has quietly died says so.

18 trackers · all current · 245 findings in the last 30 days.

At a glance

Every tracker, busiest first. Trajectory compares changelog entries found in the last 30 days with the 30 before, then says why: the newest verdict change if one landed in the window, otherwise the newest notable finding. A row marked ⚠ has missed two scheduled runs — read it as of its date, not today.

Recent updates

The newest findings across every tracker, newest first — at most 2 per tracker, so one busy beat cannot drown the rest; each page has the full list. Dates are when the job found them.

The trackers

Each one's standing verdict, with its own freshness line.

AI Programming

A live tracker of how software actually gets written with machines — coding agents, interactive pairing, multi-agent orchestration, and whether any of it measurably helps.

Last updated 2026-10-03 · updated daily by an automated research job · run #7.

22 items tracked · 60 changelog entries.

Verdict — Autonomous, as of 2026-08-18: Based on the ProjDevBench benchmark evaluating six coding agents, Codex+GPT-5 achieves the highest overall performance (77.85%) on end-to-end project tasks, though performance gaps widen on from-scratch construction tasks. However, independent empirical evidence from a METR randomized trial suggests AI assistance may actually slow down experienced developers in some contexts.

Verdict — Pairing, as of 2026-08-18: The open-source tool 'The Pair' introduces a multi-agent architecture with Mentor+Executor cross-checking to catch hallucinations, providing a concrete implementation for AI pair programming. VS Code's integration of Claude and Codex agents offers a widely accessible platform for real-time collaborative work.

Verdict — Orchestration, as of 2026-08-24: The launch of Moderne's 'Moddy' agent provides a vendor-claimed, concrete implementation for multi-repo, large-scale codebase orchestration, moving beyond single-repo coordination patterns. The previously noted guide from AugmentCode remains the primary independent documentation of failure modes for multi-agent work on a single repository.

HBOT & Red Light

A live tracker of recovery-modality hardware and the evidence behind it.

Last updated 2026-10-03 · updated weekly by an automated research job · run #8.

41 items tracked · 66 changelog entries.

Verdict, as of 2026-08-18: The lowest confirmed factory FOB price for a hard-shell monoplace hyperbaric chamber remains approximately $7,960-$9,560, as seen in a wholesale listing for a 1.5 ATA lying-type unit. US retail prices for comparable hard-shell monoplace chambers range from ~$23,900 to over $49,000, confirming the significant markup persists. For red/NIR photobiomodulation, the Chroma Ironforge line remains at the high end of consumer irradiance, with no new high-certainty evidence for PBM outcomes found.

Psilocybin

A live tracker of what psilocybin helps, what's new about it, and the evidence behind each claim.

Last updated 2026-10-03 · updated daily by an automated research job · run #2.

15 items tracked · 26 changelog entries.

Verdict, as of 2026-10-03: Psilocybin remains in late-stage clinical development for treatment-resistant depression, with positive Phase 3 results from Compass Pathways and an FDA review underway. Preliminary, often open-label, evidence supports potential in other psychiatric (OCD, PTSD, bipolar II) and medical (post-treatment Lyme, chemo neuropathy prevention) conditions. The field's central methodological challenge—blinding—remains unsolved.

Vagus Nerve Relief

A live tracker of non-invasive vagus-nerve interventions — electrical stimulators, photobiomodulation, and the evidence behind them.

Last updated 2026-10-03 · updated weekly by an automated research job · run #10.

17 items tracked · 42 changelog entries.

Verdict, as of 2026-08-18: The current state of the art for non-invasive, consumer-accessible vagus nerve interventions is fragmented across modalities, with no single device demonstrating clear, replicated superiority across the beat's target outcomes. Electrical taVNS devices like Nurosym hold CE-marked medical device status in the EU, while photobiomodulation approaches like the Vielight Vagus offer a non-electrical alternative with recent patent awards. The evidence base consists primarily of vendor claims, small studies, and open-label trials; a systematic review found no significant benefit of VNS over sham for depression.

Software Factories

A live tracker of how software actually gets made by fleets of models — how work is cut into pieces small models can finish, who holds the plan, what catches a worker that reports success without doing the work, and what is left of scrum when implementation is minutes and nearly free.

Last updated 2026-09-21 · updated weekly by an automated research job · run #5.

5 items tracked · 30 changelog entries.

Verdict — Spec format for small models, as of 2026-08-24: GitHub Spec Kit provides concrete templates and a schema for writing specs that AI agents can execute, making it the most documented format. However, practitioner reports note agents frequently misalign with instructions even with these templates.

Verdict — Planner / worker architecture, as of 2026-09-07: The orchestrator-worker pattern is the most documented and widely-used architecture for multi-agent systems, with a central agent decomposing tasks and delegating to specialized workers. However, production postmortems like the Hugging Face breach investigation reveal critical gaps in oversight and coordination for swarms.

Verdict — Verification gate, as of 2026-08-24: The field lacks a reliable general technique for catching false success. Research highlights the severity (75.8% of failures in some systems) and the inadequacy of LLM-as-judge (AUROC <0.65). Simple text-based detectors (TF-IDF) show more promise but are not yet a standard practice.

LLM Frontier

A live tracker of model releases that unlock new abilities — frontier proprietary step changes, significant open weights, speech, world models, 3D, and what actually fits on the GPUs in the rack.

Last updated 2026-09-21 · updated weekly by an automated research job · run #7.

34 items tracked · 36 changelog entries.

Verdict, as of 2026-08-18: The current best open-weight TTS model for conversational latency appears to be NVIDIA Magpie TTS, announced for low-latency multilingual voice agents. CosyVoice2-0.5B is also cited for ultra-low latency streaming. Both are newly discovered; hardware fit for 48GB is unconfirmed.

BLE Sensor Platforms — Flash & Stream

A live tracker of commodity Bluetooth hardware judged on one axis: can you replace the firmware and stream sensor data off it.

Last updated 2026-09-21 · updated weekly by an automated research job · run #2.

8 items tracked · 11 changelog entries.

Verdict — Fastest to custom firmware, as of 2026-09-14: The Seeed Xiao nRF52840 Sense remains the fastest path to a custom BLE streaming node, due to its UF2 bootloader (drag-and-drop flashing), published pinout and schematics, and mature Zephyr/Arduino support. No commodity tag yet combines an easy flash path with published pinouts to beat it.

Verdict — Best finished enclosure, as of 2026-09-14: The SenseCAP T1000-E is the best finished, reflashable enclosure tracked, combining a credit-card sized sealed case with battery, button, and IMU, flashable via USB UF2. The MOKO W6 wristband is a contender but lacks any documented reflash path.

Verdict — Cheapest streaming node, as of 2026-09-14: The Seeed Xiao nRF52840 Sense at $16 is the cheapest known path to a working streaming node, as no probe or soldering is needed. Commodity tags like the MOKO W6 are cheaper ($17) but the cost of discovering and accessing SWD pads, plus the lack of a pinout, adds significant hidden time cost.

ESP32 & ESPHome Ecosystem

A live tracker of the ESP32 platform as it matters to a homelab — new silicon reaching usable firmware support, ESPHome component coverage, multizone ToF sensing, and on-device voice assistants.

Last updated 2026-09-21 · updated weekly by an automated research job · run #7.

10 items tracked · 35 changelog entries.

Verdict, as of 2026-08-31: The ESP32-P4 remains the top application-class MCU for multimedia and HMI within the ecosystem, with Zephyr RTOS support now added. The VL53L8CX is confirmed to have improved daylight performance and lower power than its predecessor, and a Pololu carrier board makes it more accessible, but ESPHome native support is still pending. xiaozhi-esp32 continues to be the leading on-device voice assistant with active firmware releases.

Freestanding Birth Center Viability

A live tracker of the economics keeping midwifery-led birth centers open or closing them — reimbursement, malpractice, licensure, and the closure wave reshaping US community maternity care.

Last updated 2026-09-21 · updated weekly by an automated research job · run #6.

19 items tracked · 31 changelog entries.

Verdict, as of 2026-08-18: The freestanding birth center sector in the US is under significant financial and regulatory pressure, with documented closures and centers at risk. Key structural challenges include low and variable Medicaid reimbursement rates, the expiration of federal ACA subsidy enhancements, and cited problems with malpractice insurance availability and affordability for midwives.

TTS Models

A live tracker of state-of-the-art text-to-speech — voice cloning, expressivity, what runs on our own hardware, and what is fast enough to hold a conversation.

Last updated 2026-09-21 · updated weekly by an automated research job · run #8.

22 items tracked · 45 changelog entries.

Verdict — Voice cloning, as of 2026-08-18: Mistral Voxtral TTS currently leads on zero-shot voice cloning based on a reported 68.4% win rate against ElevenLabs Flash v2.5 in human evaluations and a speaker similarity score of 0.628 on SEED-TTS. However, this verdict rests on vendor benchmarks and a single secondary report; independent arena rankings show Voxtral significantly lower on overall quality.

Verdict — Expressivity, as of 2026-08-18: No single model has decisive evidence for the widest controllable emotional range. ElevenLabs, Fish Audio S2, and Bark TTS all document inline tags for non-verbal vocalizations like laughter and sighs, but Bark's are non-deterministic. Hume Octave is positioned around emotional delivery. The facet lacks a clear leader with reproducible control surface evidence.

Verdict — Local-runnable, as of 2026-09-14: Breeze TTS 2 emerges as a top contender for local deployment, reported to run on a 12GB GPU with sub-40ms time-to-first-audio and leading the open-weight category on the Artificial Analysis TTS leaderboard. However, its restrictive commercial license is a significant caveat. Kokoro remains the efficiency champion for CPU/low-resource deployment.

Broadcast Video Links

Open-firmware video transmitters that broadcast raw 802.11 instead of serving RTSP — OpenIPC, wfb-ng and Ruby FPV on SigmaStar silicon. The untethered, moving, multi-camera end of the camera question.

Last updated 2026-09-21 · updated weekly by an automated research job · run #2.

11 items tracked · 9 changelog entries.

Verdict — US buyable, as of 2026-09-14: The EMAX Wyvern Link 200mW VTX is currently purchasable in the US, listed in stock at RaceDayQuads and GetFPV. This provides a concrete, buyable alternative under the tariff regime where RunCam-direct shipping is blocked.

Verdict — Ground station, as of 2026-09-14: The recommended ground station remains a bare RTL8812AU adapter with a Raspberry Pi running wfb-ng, delivering UDP h.264. However, the RTL8812BU chipset has been reported working with wfb-ng, indicating a potential path beyond the out-of-tree driver treadmill.

Verdict — Multicam, as of 2026-09-21: The wfb-ng maintainer states the protocol is for 'long-range links and reasonable small amount of drones,' with CSMA/CA active but no retransmissions, and that for high-density areas ordinary WiFi is preferred. This clarifies that the standing 3-4 camera estimate is a design intent, not a measured limit.

Open Smart Glasses

A live tracker of open and hackable smart glasses — developer-facing frames, the OSes that run them, and DIY camera-glasses projects.

Last updated 2026-09-21 · updated weekly by an automated research job · run #6.

7 items tracked · 16 changelog entries.

Verdict, as of 2026-08-18: The most practical, hackable platform for developers today is the Mentra Live glasses running MentraOS, as it provides raw Camera2/AudioRecord/SensorManager access via a sideloaded MIT-licensed APK, ships now, and has a documented SDK. The Brilliant Labs Halo's openness claim remains unverified as its promised codebase repository is still not public.

Sensing Devices — Capture & Control

A restricted tracker of consumer devices that expose captureable sensor data or controllable actuation, and the protocols that carry them.

Last updated 2026-09-21 · updated weekly by an automated research job · run #6.

32 items tracked · 18 changelog entries.

Parts of this tracker are redacted on the public page.

Consumer Wearables You Can Still Own The Data From

A live tracker of clean, retail-grade fitness bands, smartwatches and smart rings — ranked by whether you can get your own data off them, and how.

Last updated 2026-09-21 · updated weekly by an automated research job · run #7.

8 items tracked · 27 changelog entries.

Verdict, as of 2026-09-14: Garmin remains a strong candidate for consumer polish and documented data access, but its developer program has paused new API access requests, introducing uncertainty for new integrations. Fitbit's Web API is facing a hard cutoff in September 2026, migrating to Google Health API. Oura offers a polished ring with a documented API, but raw data access for Gen3+ requires an active membership subscription.

Hackable IP Cameras

A live tracker of IP cameras you can actually own — Thingino and OpenIPC supported hardware, firmware releases, and what still isn't buyable.

Last updated 2026-09-21 · updated weekly by an automated research job · run #7.

24 items tracked · 18 changelog entries.

Verdict — Cheap flashable, as of 2026-08-24: The Cinnado D1 remains the default recommendation at ~$15 with a no-tool SD-card installer, but recent reports indicate newer units with a T23N SoC may fail sensor detection during installation. The Wansview Q5 is a community-verified alternative at ~$20.

Verdict — Stills on demand, as of 2026-09-21: No verdict can be established yet. The tracked items and this run's results contain no information about cameras optimized for pulling single frames on demand via HTTP or a simple endpoint.

Verdict — Stock RTSP, as of 2026-08-24: The Sonoff CAM Slim Gen2 provides RTSP and ONVIF on its stock firmware for ~$20. The Wyze Cam v3 has a beta firmware adding RTSP support, but it's not a stable release. The Reolink RLC-520A is a reliable, higher-end PoE option with ONVIF.

Authentic Relating & Circling

A live tracker of Authentic Relating (AR) practice groups, Circling groups, and the wider conscious-community/personal-growth meetup scene, centered on Madison and Milwaukee, WI.

Last updated 2026-09-21 · updated weekly by an automated research job · run #4.

6 items tracked · 9 changelog entries.

Verdict, as of 2026-08-31: The Madison AR/Circling scene centers on Main Street Yoga Center, which hosts a weekly Authentic Relating Games Night and offers Circling & Meditation. The Chicago scene shows greater density with multiple organizers and dedicated community groups.

Open & Hackable AI Pendants

A live tracker of always-listening wearables — pendants, pins, clips and ear-worn capture — scored on whether you can get the raw audio and sensors off them when the vendor goes away.

Last updated 2026-10-03 · updated weekly by an automated research job · run #8.

10 items tracked · 16 changelog entries.

Verdict, as of 2026-08-18: The Omi DevKit 2 is the most open ambient capture device, with MIT-licensed hardware, firmware, and backend, and UF2 drag-and-drop flashing. The Limitless Pendant is the most polished commercial product but is closed, acquired, and facing a support cliff, making its long-term viability uncertain.

Open & Hackable Wearable Body Monitors

A live tracker of open-source and hackable wrist-worn body-monitor hardware — heart-rate PPG, motion, ambient light, BLE — plus the components and connectivity options for building a slim custom band.

Last updated 2026-09-21 · updated weekly by an automated research job · run #8.

22 items tracked · 18 changelog entries.

Verdict, as of 2026-08-18: The open-firmware wearable ecosystem remains anchored by Bangle.js 2 as the most mature shipping device with PPG, accelerometer, GPS, and a stable hardware revision. Newer platforms like SensWear and HealthyPi 6 are emerging but are not yet shipping or proven. For a slim wrist monitor with PPG, accelerometer, and BLE, a custom PCB or modifying an existing open platform is still required, as no shipping device combines all three with an ambient-light sensor.