Today, we release our latest research agent family: Apodex-0.7 and Apodex-0.7-H. Built upon Apodex-0.7, Apodex-0.7-H further extends the system with heavy-duty reasoning capabilities. This marks our effort towards a new vision of AI: moving beyond LLM chatbots towards heavy-duty agents that can carry real intellectual work. We believe the next frontier is not just broader knowledge or more polished conversation, but systems that can sustain long-chain reasoning, engage with uncertainty, interact with the world, and converge on better answers for critical tasks. Built on this philosophy, our Apodex family is more accurate and reliable, capable of handling long, demanding tasks with stronger verification and better grounding in reality. Our flagship agent Apodex-0.7-H achieves state-of-the-art performance on deep research as well as specialized scientific and financial benchmarks.
Performance Evaluation
* Please refer to Hugging Face and GitHub for more details. We report the latest publicly available benchmark results for competing models.
1. Setting the New Frontier in Agentic Intelligence
As AI transitions from simply answering questions to executing complex tasks, the ability to navigate, parse, and synthesize information from the open web has become the critical differentiator. Our Apodex family excels in these agentic workflows, particularly in the BrowseComp and BrowseComp-ZH benchmarks, which measure a model’s ability to perform high-level research in both English and Chinese. Apodex-0.7-H achieves SOTA results on BrowseComp and BrowseComp-ZH, outperforming every major model in the industry. It also maintains a substantial lead over the most capable open-source models. Our open-source models, Apodex-0.7 and Apodex-0.7-Mini, remain highly competitive in this space while maintaining superior efficiency.
2. Specialized Excellence in Scientific and Financial Domains
The reasoning capabilities of the Apodex family extend far beyond general browsing into highly technical domains. In scientific research and advanced mathematics, Apodex-0.7-H sets new benchmarks on FrontierScience-Research and FrontierScience-Olympiad, surpassing leading closed-source frontier models. This level of performance is mirrored in the financial sector, where Apodex-0.7-H leads the field on FinSearchComp (T2/T3), demonstrating its utility for high-precision economic analysis.
Core Insight: Scaling Interactions That Matter
We hold a foundational view: interacting with real-world feedback is not an auxiliary to problem-solving, but the core mechanism. Our team has been committed to this belief from the beginning, training models to actively seek evidence, test hypotheses, and revise until convergence, making external grounding native to reasoning itself. Unsurprisingly, the most intuitive form of interactive scaling, more turns, more tool calls, and more retries can deliver quick wins on benchmarks.
However, scaling interaction turns is not the same as scaling effective interactions. When intermediate steps fail to meaningfully advance the solution, additional interaction only amplifies noise, compounds errors, and produces motion without progress. On truly long-horizon problems, this noise is not merely waste but debt: it inevitably erodes the model's potential for deeper reasoning.
Recognizing this, we refused to treat interaction volume as a proxy for capability, and instead turned to improving interaction quality along two dimensions. On one hand, we continue to deepen the reasoning depth and precision of our agents across diverse scenarios, as this is the foundational core capability for tackling longer-horizon tasks. On the other hand, we aim to make each individual step more accurate and reliable, strengthening the quality of intermediate decisions so that interaction scaling reflects genuine progress rather than accumulated noise.
In practice, this requires the agent to slow down: to pause, verify, weigh alternatives, and deliver answers deliberately, ensuring a higher likelihood of doing the right thing rather than just doing things. Far from being a limitation, this is precisely the character of a heavy-duty solver: one built not for speed, but for the genuinely hard, high-value problems that demand it.
Key Technology
To realize this vision, we introduce two major technical upgrades. The first improves the quality of each atomic agent step, so that interaction becomes more deliberate and reliable at the local level. The second improves the system’s ability to search across alternatives and verify before commitment, making interaction more trustworthy at the global level. Together, they move interactive scaling beyond simply increasing trajectory length, towards scaling interaction that produces more grounded and reality-answerable progress.
1. Upgrading Agent-Native Training
The first upgrade begins with a simple observation: if the primitive actions of an agent are noisy, shallow, or weakly grounded, scaling interaction will only scale inefficiency. More turns cannot compensate for weak step quality. To make interactive scaling truly effective, we should first improve the model’s agent-native competence — its ability to form sound local judgments, take reliable intermediate actions, and stay on track throughout long-horizon problem-solving.
To this end, Apodex-0.7 introduces mid-training as a new and central stage in the training pipeline. During this stage, we synthesize large-scale data focused on planning, reasoning, and summarization, while significantly expanding the diversity of task domains. This stage provides the model with a much stronger native foundation for agentic behaviors: it becomes more capable of decomposing goals, selecting appropriate tool calls, interpreting tool responses, and synthesizing final answers. As a result, each individual step in the interaction process becomes more reliable and grounded, establishing a stronger basis for effective interactive scaling.
Building on this new foundation, the later stages of training (Supervised Fine-tuning, Preference Optimization, and Reinforcement Learning) further shape these capabilities into more structured and robust long-chain behavior. Collectively, these stages enable the model to sustain accurate reasoning and grounded actions across extended interaction trajectories, maintaining coherent progress toward task objectives and enabling more reliable long-horizon problem-solving.
2. Verification-Centric Heavy-Duty Reasoning Mode
Improving the quality of each reasoning step is a goal common to almost all reasoning systems. However, the real question is how to achieve this. Relying solely on the model's own reasoning ability to guarantee step-level quality is a fragile assumption.
To address this, Apodex-0.7-H introduces a verification-centric heavy-duty reasoning mode. The core belief behind this architecture is that the reliability of reasoning ultimately depends on the system's ability to examine its own reasoning process. The verifier serves as the key component throughout, operating at two levels.
Local verification. Break probability bias to fully explore the right path, not just the likely one.
Global verification. Audit the full chain of evidence so the best-supported answer wins, not the most confident one.
Under this mode, beyond significant gains in accuracy, we observe a promising phenomenon: the number of interactive steps decreases substantially. This indicates that the verifier is essentially filtering out steps that produce no information gain, concentrating compute on interactions that genuinely advance the solution. Fewer steps do not contradict "heavy-duty." On the contrary, they lay the groundwork for further scaling of effective interaction.
Sample Showcase
Financial Case: Gold Price Prediction
0.08% Error, 15 Days in Advance
Prediction time: February 10, 2026
Question: What will be the GOLD price (XAU/USD) on February 25, 2026?
Apodex prediction: Forecast $5,185/oz for February 25.
Actual Result: Fortune quoted $5,181/oz, 150 Currency quoted $5,185.89/oz, while CME GCG26 settled at $5,206.40 (futures).
Judgement: ✅ Very close to published spot references. Against Fortune’s quoted spot price, the error was $4 (0.08%).
apodex.ai/financial-case
What will be the GOLD price (XAU/USD) on February 25, 2026?
Prediction of Gold Price (XAU/USD) on 25 February 2026
1. Current Market State (as of 10 February 2026)
Spot gold level
Recent spot prices cluster slightly above $5,000/oz, with reputable sources placing gold around $5,020–$5,065 per ounce on 10 February 2026 [1][2][3].
Just one week earlier (3 February 2026), gold closed near $4,772/oz [4], implying a rapid advance of roughly +5–6% over the week.Real interest rates (Factor A)
The 10-year TIPS yield is around 1.85% on 10 February 2026 [5].
This is clearly positive, but well below historical peaks, meaning real rates are not at extremes that would typically crush gold.
Gold remains very elevated despite positive real yields, a textbook sign of the post‑2022 decoupling in which Factors B and C (USD credibility & geopolitics) carry substantial pricing power.
USD fiscal position & term premium (Factor B)
Debt-to-GDP in the U.S. is very high and projected to rise:
2025: ~125.4% of GDP
2026 projection: 126.8% of GDP [6]
Deficits remain large, around 5.9–6.2% of GDP in the mid‑2020s [7][8].
The 10‑year term premium is mildly positive (~0.61% at end‑January 2026) [9], indicating investors are demanding some compensation for duration and macro uncertainty, but not an extreme stress reading.
Central bank behavior (part of Factor B)
Global central banks bought 863.3 tonnes of gold in 2025, only 21% below the record 2024 pace and still “historically elevated” [10].
As of January 2026, the People’s Bank of China has increased its gold holdings for the 15th consecutive month, adding another 40,000 oz in January alone [11].
This confirms that structural official-sector demand remains strong, consistent with the model’s view that bloc-based competition creates a durable floor under gold.
Geopolitics & bloc confrontation (Factor C)
The Russia–Ukraine war continues into 2026 with ongoing large-scale strikes, casualties, and infrastructure attacks, clearly not a resolved conflict [12].
The “Trump Corollary to the Monroe Doctrine” is now embedded in U.S. strategy, emphasizing the U.S. assertion of preeminence in the Western Hemisphere and explicit efforts to push back non‑hemispheric powers (notably China) [13]. This deepens great‑power friction and strategic uncertainty.
These developments fit squarely within Factor C: sustained geopolitical risk and bloc confrontation that reinforce safe‑haven demand for gold.
2. Interpreting the Three-Factor Model
Using your 3‑factor framework:
Factor A – Real Rates
Real yields (~1.85%) are moderately positive, which in isolation would normally cap or pressure gold.
Yet gold is trading above $5,000/oz, confirming continued decoupling: price action is not dominated by real rates alone.
Over the next 15 days (to 25 February 2026), no major, already-released data indicate an imminent shock to real yields; the main U.S. CPI releases for January and February will occur after mid‑February [14].
Baseline: real rates remain roughly stable, exerting a mildly negative to neutral pull on gold.
Factor B – USD Credit & Policy Credibility
Debt-to-GDP near 125–127% with persistent large deficits signals chronic fiscal stress and future monetization risk [6][7][8].
This weakens long‑term confidence in USD assets and supports gold as an alternative reserve and store of value.
Central banks, especially China, continue to accumulate gold aggressively even at elevated prices [10][11]. This is a strong structural endorsement of gold versus Treasuries.
The term premium around 0.6% reflects non‑trivial but not panicked uncertainty; it is supportive but not extreme.
Net: Factor B exerts a significant positive influence on gold prices over the coming weeks.
Factor C – Geopolitics & Bloc Competition
The Russia–Ukraine war remains intense and unresolved [12]; the model’s heuristic (“a failed Tsar has no way out”) implies this conflict is a long‑term structural fixture, not a near‑term tail-off event.
The Trump Corollary institutionalizes a more confrontational posture in the Western Hemisphere, particularly toward Chinese influence [13]. This reinforces the broader shift toward bloc-based competition and increases the perceived value of neutral reserves (gold) for many states.
With both an ongoing major war and rising great‑power friction, safe-haven demand and central bank diversification are likely to remain strong or increase, not fade.
Net: Factor C is clearly positive for gold and helps explain why gold holds above $5,000 even with positive real yields.
3. Short-Term Price Dynamics to 25 February 2026
Recent trend and volatility
From 3 February (~$4,772) to 9–10 February (~$5,030–$5,060), gold gained about 5–6% in a week [1][2][3][4].
This move suggests an ongoing bullish impulse driven by a combination of:
Sustained central bank buying;
Elevated geopolitical risk;
Persistent concerns over U.S. fiscal sustainability.
Given typical gold volatility, a 15‑day horizon can easily see swings of several percent. However, barring a sharp reversal in real rates or a sudden de‑escalation in geopolitical tensions (for which there is currently no strong evidence), the structural backdrop (Factors B and C) supports:
Maintaining levels above $5,000; and
A modest additional appreciation from current prices.
Balancing the three factors
Factor A (Real Rates): Mild headwind or neutral. Real yields aren’t collapsing, so we shouldn’t assume a runaway spike in gold purely from rates.
Factor B (USD credit risk, central bank demand): Strong tailwind. Debt ratios and central bank behaviors point to continued skepticism about fiat stability, especially the USD in its reserve role.
Factor C (Geopolitics): Strong tailwind. A live, grinding war in Europe plus formalized U.S. bloc‑based strategy signify enduring strategic risk.
Putting these together, the most reasonable expectation for 25 February 2026 is:
Direction: Gold remains in a bullish regime, trending above current levels, but with some consolidation after the sharp early‑February move.
Magnitude: A plausible net gain of about 2–3% from the ~$5,040 spot region over the next 15 days, accounting for both continued support and normal pullbacks.
A 2.8% rise on $5,040 implies:
5,040×1.028≈5,1815,040×1.028≈5,181
Given the inherent uncertainty and the need for a single actionable figure, I round to a realistic, tradable level.
Final Prediction
My best structural and short‑term assessment, based solely on the information already gathered and your 3‑factor model, is that:
The GOLD price (XAU/USD) on 25 February 2026 will be approximately $5,185 per ounce.
[1] Gold (XAUUSD) price forecast and recent levels.
[2] Gold - Price - Chart - Historical Data. Trading Economics: Gold commodity page.
[3] Daily Gold Price History. USAGOLD.
Sports Case: Super Bowl LX Winner Prediction
Correct Champion, 1 Month in Advance
Prediction time: January 6, 2026
Question: Who's going to win the 2026 Super Bowl?
Apodex prediction: Identified the Seattle Seahawks as the most likely Super Bowl LX champion
Actual Result: On February 8, 2026, the Seattle Seahawks defeated the New England Patriots 29–13 to win Super Bowl LX
Judgement: ✅ Correctly identified the eventual champion 1 month in advance
apodex.ai/sports-case
Who's going to win the 2026 Super Bowl?
Based on all the information available right now (early January 2026), the most likely team to win the 2026 Super Bowl (Super Bowl LX) is the Seattle Seahawks.
Why the Seahawks are the best answer
Betting markets have them as the clear favorite.
Major sportsbooks (BetMGM, DraftKings, FanDuel) consistently list the Seattle Seahawks at around +350 to +400 to win Super Bowl LX, making them the shortest odds on the board and implying roughly a 20–25% chance to win it all [1][2][3][4].Multiple outlets agree they’re the current No. 1.
ESPN’s betting coverage lists the Seahawks as the favorite to win Super Bowl 60, with the Los Angeles Rams second [1].
Fox Sports also lists the Seahawks at +350 as the top Super Bowl favorite, with the Rams at +425 and Broncos at +650 behind them [2].
VegasInsider’s futures board likewise has the Seahawks on top of the odds, ahead of the Rams and Broncos [3].
A prediction‑market aggregation (Defirate) gives the Seahawks about 20.4% to win the Super Bowl, higher than any other team (Rams ~16%, Broncos ~10.7%) [4].
Their current season performance supports that status.
The Seahawks finished the 2025 regular season 14–3, 1st in the NFC West, and secured the No. 1 seed in the NFC playoffs [5]. That gives them home‑field advantage through the NFC bracket, which is a major edge.
What about other serious contenders?
Los Angeles Rams – Second in most odds lists at roughly +425 to +450 [1][2][3]. Several expert prediction pieces actually pick the Rams to win it all, arguing their offense (Stafford, Adams, Nacua, etc.) and defense are the most balanced in the league [6].
Denver Broncos – AFC No. 1 seed at 14–3 with odds around +650 [1][2][3][7].
Bills, Patriots, Eagles, Texans, Jaguars – All in the next tier with odds typically in the +950 to +1300 range, meaning they’re real contenders but not favored like Seattle or Los Angeles [1][2][4].
Direct answer
Nobody can say with certainty who will win until the game is played on February 8, 2026 at Levi’s Stadium in Santa Clara, California [8]. But if you’re asking:
“Who is the best single prediction to win the 2026 Super Bowl right now?”
The answer is:
The Seattle Seahawks are the most likely team to win the 2026 Super Bowl, based on current odds and market‑wide predictions.
The Los Angeles Rams are the strongest alternative pick and are favored by several expert brackets, but the consensus of betting markets and prediction models puts Seattle first.
[1] ESPN Betting – Super Bowl 2026 odds and favorites.
[2] FOX Sports – Super Bowl LX 2026 odds.
[3] VEGASINSIDER – 2025–26 Super Bowl futures odds.
Entertainment Case: Grammy 2026 Dominance Prediction
Kendrick Lamar Correctly Called, 3 Weeks in Advance
Prediction time: January 8, 2026
Question: Which artist is most likely to dominate the 2026 Grammy Awards?
Apodex prediction: Identified Kendrick Lamar as the artist most likely to dominate the 2026 Grammy Awards
Actual Result: At the 68th Grammy Awards on February 1, 2026, Kendrick Lamar won 5 awards, including Record of the Year for “Luther,” and emerged as the biggest winner of the night
Judgement: ✅ Correctly predicted the dominant artist, 3 weeks in advance
apodex.ai/entertainment-case
Which artist is most likely to dominate the 2026 Grammy Awards?
Who is most likely to dominate the 2026 Grammy Awards?
Based on the information gathered, Kendrick Lamar is the single most likely artist to dominate the 2026 Grammy Awards.
“Dominate” here means:
Leading in total nominations,
Being strongly positioned to win multiple major categories, and
Having clear momentum in critical reception, commercial impact, and historical Grammy performance.
1. Nomination Picture: Kendrick Is Out in Front
The official nominations for the 68th Annual Grammy Awards (2026) show:
Kendrick Lamar – 9 nominations (the most of any artist)
Lady Gaga – 7 nominations
Bad Bunny, Sabrina Carpenter, Leon Thomas – 6 each
Several others (Tyler, the Creator, SZA, Turnstile, etc.) at 5 nominations[1][2].
Billboard notes that this is the third time Kendrick has led the Grammys in nominations (he previously topped the field in 2016 and 2019)[2]. Historically, the artist with the most nominations is very often the one who walks away with the most trophies.
Crucially, Kendrick’s nominations include the big three:
Album of the Year
Record of the Year
Song of the Year[2]
That puts him at the center of the televised, top-tier awards where “domination” is most visible.
2. Recent Critical Acclaim
Kendrick Lamar – GNX (2024)
Album: GNX, released November 22, 2024[3]
Critical reception:
“Universal acclaim” with a Metacritic score of 87/100[3]
Widely praised as a tightly focused, West Coast–centric record that reimagines G-funk and showcases Kendrick’s lyricism and conceptual cohesion[3]
Key Competitors
Bad Bunny – Debí Tirar Más Fotos (Jan 5, 2025)
Metacritic 95/100, one of the very highest scores of the year, with broad critical praise and multiple year-end list placements[4].
Lady Gaga – Mayhem (Mar 7, 2025)
“Universal acclaim” with Metacritic 84/100; lauded as a bold, maximalist pop return[5].
Tyler, the Creator – Chromakopia (Oct 28, 2024)
Metacritic 85/100, widely acclaimed and heavily featured on 2024 year-end lists[6].
Even in a very strong critical field, GNX is clearly in the top tier. Combined with Kendrick’s reputation as one of the most decorated and respected contemporary rappers, Academy voters have strong incentive to reward him again.
3. Streaming & Commercial Performance
Kendrick Lamar – GNX
Commercial impact:
Debuted at No. 1 on the Billboard 200 with 319,000 album-equivalent units[3].
Logged 44.2 million first-day Spotify streams, an enormous opening for a rap project[3].
Every track debuted on the Billboard Hot 100, with several occupying the top spots simultaneously[3].
Others
Bad Bunny – Debí Tirar Más Fotos
Debuted at No. 2 on the Billboard 200 with 122,000 units, then climbed to No. 1 the following week with ~203,500 additional units[4].
All 17 tracks entered the Billboard Hot 100; Bad Bunny became the first Latin artist with over 100 Hot 100 entries[4].
Lady Gaga – Mayhem
Debuted at No. 1 on the Billboard 200 with 219,000 units, the largest first week for a female artist in 2025 at the time[5].
Hit No. 1 in at least 23 countries and earned platinum or gold certifications across multiple major markets[5].
Tyler, the Creator – Chromakopia
Debuted at No. 1 on the Billboard 200 with 299,000 units and held the top spot for multiple weeks[6].
Kendrick is competing against extremely strong commercial performers, but GNX’s combination of No. 1 debut, enormous first-day streams, and full-album Hot 100 saturation places him squarely in the commercial elite for this eligibility year.
4. Past Grammy Voting Trends and Historical Momentum
Several trends in Recording Academy behavior work in Kendrick’s favor:
Repeated recognition for sustained excellence
Billboard notes Kendrick is the first solo artist ever to be nominated for Album of the Year with five consecutive studio albums[2].
He is also the first rapper to receive five Album of the Year nominations as a lead artist[2].
This long-term pattern suggests the Academy already views him as a canonical figure whose major projects deserve top-tier recognition.
Rap’s improving footing in top categories
Historically, rap albums struggled in Album of the Year, but recent years (Kendrick, Tyler, and others) show increasing willingness to reward sophisticated hip-hop projects, especially those that are critically dominant and commercially substantial.
GNX is precisely that kind of project.
Correlation between top nomination count and wins
Past Grammys often see the most-nominated artist taking home the most trophies (even when they don’t sweep the “Big Four”).
With 9 nominations including Album, Record, and Song of the Year[2], Kendrick is structurally favored to convert multiple nods into wins:
Very likely wins in Rap categories (Best Rap Album, Rap Song, Rap Performance, possibly Melodic Rap).
Real contention in general field categories, especially Album of the Year and possibly Song/Record of the Year for one of GNX’s key singles.
Narrative advantage
Voters often gravitate to a coherent narrative: GNX as the first major album of Kendrick’s post–Top Dawg era, a return to L.A.-centric G-funk, and a continuation of a historic Grammy trajectory is an easy narrative for the Academy to endorse[3].
All of this points to Grammy voters being prepared to give Kendrick another multi-award night.
5. How Kendrick Compares to Other Top Contenders
Lady Gaga
7 nominations, including Album of the Year and Best Pop Vocal Album for Mayhem, plus Best Traditional Pop Vocal Album for Harlequin[1][5].
A Forbes analysis frames Mayhem as a frontrunner in its categories and highlights that Gaga has two albums nominated in one year, a historic achievement for her[5].
She is very likely to win in at least one, and possibly several, pop-oriented categories, and she is a serious threat for Album of the Year.
Why she’s slightly less likely to “dominate” overall than Kendrick:
She has fewer total nominations (7 vs. 9).
Several of her categories (e.g. Album of the Year) are direct battlegrounds with Kendrick, Bad Bunny, and Tyler.
Even if she wins Album of the Year plus 1–2 genre awards, Kendrick’s broader spread over rap and general field categories makes it slightly more probable that he ends the night with more trophies.
Bad Bunny
6 nominations, including Album of the Year, Record of the Year, and Song of the Year for “DtMF”[2][4].
Debí Tirar Más Fotos is one of the most acclaimed albums of the year (Metacritic 95) and a commercial powerhouse in Latin and global markets[4].
Billboard notes Bad Bunny is the first Latin artist ever to be nominated for Album, Record, and Song of the Year in the same year[2] — a huge milestone.
Why he’s slightly behind Kendrick in overall dominance odds:
Fewer nominations (6 vs. 9).
Likely a lock for Best Música Urbana Album and a strong contender in the general field, but still competing head-to-head with Kendrick and Gaga there.
Even an excellent night (e.g. 3–4 wins) may not surpass Kendrick’s potential tally across rap + general field.
Tyler, the Creator & SZA (and others)
Tyler, the Creator: Chromakopia has multiple nominations, including Album of the Year and Best Rap Album, plus track-specific rap nods[6].
SZA: SOS Deluxe: Lana expanded her already strong Grammy profile and keeps her in the conversation thanks to critical praise, commercial strength, and cross-category visibility.
Sabrina Carpenter, Leon Thomas, and others also have credible cases for a very strong night in genre-specific categories.
Why they’re still behind Kendrick:
None of them match his combination of nomination volume, general-field placement, critical respect, and historical Grammy momentum.
They may each win meaningful awards, but the best case for “most total wins” still points toward Kendrick.
6. Final Forecast
If the question is “Who is most likely to dominate the 2026 Grammy Awards overall?”, the best answer is:
Kendrick Lamar
He has:
The highest nomination total
A critically acclaimed and commercially dominant album in GNX
Strong placement in both rap categories and the general field
A Grammy history that shows the Academy consistently treats him as one of the defining artists of his generation
Lady Gaga and Bad Bunny are the clearest alternatives, and either could have a huge night. But if forced to pick the single most likely artist to dominate the ceremony, Kendrick Lamar is the strongest call.
[1] The Recording Academy – 2026 GRAMMY Awards nominations revealed.
[2] Billboard – Kendrick Lamar tops 2026 Grammy nominations.
[3] Wikipedia – GNX (album).
Our Vision:
Founded by renowned entrepreneur Tianqiao Chen, Apodex is dedicated to building "General Purpose Solver 300 Steps to 99% Certainty" - moving from probabilistic generation to verifiable accuracy. We believe this paradigm will unlock a new generation of discovery AI systems that are more capable, reliable, and trustworthy for complex real-world problem solving.
We invite you to explore our work and try the demos: Hugging Face, and Github. The next generation of intelligence is not just about conversation—it is about deliberate, long-chain reasoning with 99% cumulative accuracy. If you're excited about building this future, we'd love to hear from you: 📧 talent@apodex.ai.
