#######      
                                                               ####+++####+###+  
                                                      #########+#+##+#+#+###++## 
                         ###########                     +##+++##############+## 
                       #################       #######+########++########.....## 
             +############################         #########+#+####+###--------# 
           ########################---####     +###############+######.----.---##
               +######++########-------##    #########################--#####.###
       ############++#########-#####--###          ############---###----.##---# 
#   #########################---###--#.##       ###############-#.###----------##
#########+ +########+#######.----+--.#-##     #################--..###---.--##-.#
       ##################.----------.##-#            #############.############# 
#   #######################+----+##-##-##           ############---######-##--##
 ######+    ##############.##----##-.###                +#######---########--###
      ###########+########--.##------##             -#########.-----.########## 
    +###################-------######          ####.-------.-##--------.######  
           +###.---##.#-.------####        +##+----------------##------#----##. 
       -###..-------##.#----.-######     ###----..------.---.---.######------#. 
    ###--------------#-##-------#-#.#+###--##--------------------------------#.
 ###-----------------#--##------#-#.##.----.#--------------------------------#.
#.-----------####.--##----###--##-#-#-------##---..####-.---------.---------#- 
----.+######+###---.#--------..---+##-----#######+ #-----.-----.----.-------#  
----.##    #########---------------##+-----#--##   #.----------..----------#.  
#-----#        ##---+--------------###-----#-##    ##--.-------------------#   
##----##       ##---##.---.#------##-##----###     ##--------------.------#    
 ##----#-       #------###-----+###-#.#-----#      +#------------------.-##     
   ##--.#       ##------------## #----.#----#       #-------------.-----##      
    #+---###    #.###--------##   #----##-.--###    #..---.------.-----+#       
     #-.----## ##-----########     ######-------#+  #-----.------.----##        
     #-----#+########------#           ##--.--##-#  #-----.----------.#         
     ##-#-#-################           -#----#-### #######-----------#          
      ##.##################             ##.##-### ##+#+#+#############          
        ###################                ++    ##+##############+##           
        ##################                       ######+#############           
        #########+------###                      ##+++#+###+##+##+###           
        #######-----------###                     ##++###+##+#+++#######        
          ####------------.-.#-                   #####+############.--.##      
         #--###-.-------------##                 ##+#####+####+###.-------##    
        ##----.###.-------------#               +#+###++####+####-----------##  
       ##---------.###--.--------#               ####+##########.-.--.-------.# 
       ##--------##    ###.------#              ##--####+#####  #####---------##
      ##--------##   ##+--------##             ##-------#####        ##-------# 
    .-#-------##   ##---------##        ###-..----------##          ##-------## 
  .-.-------.#+   ##-------.##+      ###---------.-----##         +#--------##+#
 .--------.##    ##------.##-#######.-----------#----.#-          #--------#### 
  ------###     ##-----####-##+-#.-----------.-.-#####           ##-------##+-  
.-.----##      ##----### #.+#++##---.#########+                  #.------##--   
  ---##    +###-----##  ##-#-++++###                             #------###-    
--.##   ###+#.---+#   -#-##+++-##                              ##-----##+       
--##    #+##++####+#   #+##++++##                              +#-----##+       
-##     ##-##+++####   #-##++###                               #-----###+       
         ##+##++++##+  #.##++##                              ###---.##-         
          #-##++++##  +#-##-#                              #++#####+##-         
           #-##++#-##   ####                              ##+++++++####         
             ##-#++++##                                    #.##+++-++###        
              ###-#####                                    ##--###++++-#####    
                  ###                                         ###-###+++++++##  
                                                                 ##.-#########  
                                                                     ########+

Ship your product

Anyone can vibe-code a demo, but few teams ship production grade AI systems & technology. When you need trusted pros, we are Tamez Labs.

Book an intro
tamez-labs — agent-system.jsx 
═══════════════════════════════════════════════════════════════════════════════════════════════════════
WHAT WE DO

WE SHIP AND RUN PRODUCTION AI

We've shipped tech products for 15+ years. Today, we build AI systems behind real products and keep 'em running. Spinning up a demo is only half of the battle. We make it reliable, affordable, and secure in production.

BUILD
Production AI System
We architect and ship production systems end to end - model, orchestration, evals, guardrails, monitoring, and deployment. AI, agents, and apps ready for the internet.
EMBED
Embedded AI Team
An ongoing partner that runs and evolves your AI in production - eval coverage, guardrail tuning, model upgrades, cost control, and the on-call judgment to keep it trustworthy.
AUDIT
Production Readiness
Not sure how to go from prototype to production? We pressure-test it for failure modes, safety, and cost. We hand you a concrete path to production, so you can be confident from day one.
═══════════════════════════════════════════════════════════════════════════════════════════════════════
HOW WE WORK

ARCHITECT → SHIP → OPERATE

ARCHITECT
Map the system
Model and orchestration choices, eval strategy, failure modes, safety boundaries, and a cost model - before a line of production code.
SHIP
Build it for production
Agents, tools, and pipelines wired with guardrails, monitoring, circuit breakers, and kill switches. Deployed, observable, and ready for real traffic.
OPERATE
Run and harden it
Evals in CI, model upgrades, prompt and cost tuning, incident response. The system gets more reliable over time instead of quietly drifting.
SCALE
Earn more autonomy
Once it's proven in production, we add agents, capabilities, and surface area — expanding what the system is trusted to do on its own.
═══════════════════════════════════════════════════════════════════════════════════════════════════════
CASE STUDIES

WORK THAT RUNS IN PRODUCTION

KALSHI BOT
Autonomous Trading Agent
Designed and operate a fully autonomous agent making real-money trading decisions on live markets. Confidence-scaled position sizing, circuit breakers, and kill switch. Agentic AI trading.
MARS INC
AI Research App & SDK
Designed, engineered, and shipped a production AI research application and SDK in collaboration with Mars Petcare. SDK scales across 10+ apps and entire petcare division.
GREP NEWS
Multi-Agent Content System
Built a production multi-agent system that researches, writes, and publishes a 15-show podcast network daily — running unattended end to end.
MORE CLIENTS & COLLABORATORS
Coca-Cola Red Bull GoingVC WeFunder Twitter Aspen Ski Co 
═══════════════════════════════════════════════════════════════════════════════════════════════════════
CLIENT_RECOMMENDATIONS

TESTIMONIALS

I highly recommend Tamez Labs. Their collaborative approach and complementary skillsets make them a valuable asset to any development effort.
— Russ Smith
Director of Operations, Mars Inc.
With creativity, execution, and leadership, we shipped designs that are loved by our team and clients.
— Arno Niazi
CEO, GoingVC
═══════════════════════════════════════════════════════════════════════════════════════════════════════
REQUEST MEETING

GET IN TOUCH

What are you building? We'll help you find the optimal solution to go futher.

Danny Tamez, Managing Director

                                            

                  -######.                                                     ...               
               ####++##-.#.       .#           #########.                     ##-#####..         
             ####.-#.###-.#.        #-      ###############.                 #####--#-+##.       
            .#.-+#-.#..---##   ##.   .#   .####+#########-####.             ##-+-.##--##-##      
            -#-#-#######--##     .##.     ##-+###+#############.           .#-######-#.-#+#      
            .#--##-##-#+-+#.             .#----+-++--+---#######.          .#+-+-########-#      
             ##----#----##.   .+####     ####.-+--+-------#######           .#+---##----+##      
             .##-.-+--##.               .#---##--######--#########           .##-------.##.      
              .##+-#-.#.                .######-+-+-+--#-#########             .#------##.       
              ##+-.#-##                .#--.##+-.#-###+---#######               ##-#+-+#.        
             .#--+-+-#.                ##+##+-++-+--------######.       .       ##+#---##        
            .#.---+--#        #.       #---+###------+----..+#-#.  ###..        ##++--.##        
            ##-.+---.#        #.       ##-#####.-++---+-.--##.-#                ##------#.       
           .#-------+#     #######     .#+##.---###+----.-.#-#+    .#####      .##-----+#.       
           ##-------.#        #-       .#--######-------.####.   ..            .#-+--+--##       
           #---.----+#.       #.        #.-#-+-+-------.-#-       .##.         ##-------##.      
          .#---+-----#.                 ##---#.--+--.##-.#           .        .#+--------#.      
          .#.+------+#.                 .##-----.###--+-##                    .#---+-----#.      
          .#-------#######.               .#####--------###.                  .#-+-----+.#.      
          .#--+--.+--------##########...#####-------.--.##+##..#+###+. ..#########----++.#.      
          .#------+-++-----.-+------+-##+####-#+--++---##++####------###+-----+---------##       
           .##--..--##--------+---+-###+##-#.-#--+-+-.#+#+##+----------..-------.-------##       
              +##------###-+--#.+--###++#------+.#####++###----------------+-##--++--+-##.       
                .###+---.--+--##.-####+##---####+-###+##.#--+-+---#---.#####.-------###.         
                   .####-+----##-##.##+###----+-##+++##.##+++.--##--+-----------.###.            
                            ..#########...#++#.######++##....##--+-##-+-..-------####.                
                             .###....#++#...##++##......##.-####-+#########..          .##.      
                             .##......#-####+++#........##-##+.----#         .############       
                   #         .#......##+---###..........-#----+---##       ###++++#++++##        
                  .#         .###+###-+#+---###############+-----##.      .##+++++++++#####      
                  ##         .###++##+#+-+-#-#+#############.+-+##.        ###############.      
                .####.       .#++++##+#---##-#+++++++++++++++####.         ##+++###              
                .####..      .########+-##--############+++++++#####.      .#++++++##.           
                  -#         .#.......######...+################+++++####.  .###++++##           
                  .#       .###+..####..###....#.............##+++++++++++####+.#####.           
                  .#      .#+++#......##...+.#...#...........###+++#++-++++++-+++++##            
                          ##+++#..#.#.###.#..##..#..........##. ...####++++++++-+++#.            
                          .###.##...#....##...##+...........#         ..####+++++-##             
                           #+####.....##...###.-.-....###..##              ...##..               
                           ##++++######.........######.....#.                                    
                           .#+++++++#++++++++++++####...####   
                             ###++++++++++++++++++++++###+++#. 
                               .######-+++#++++++++++++#+++####
                                #-#+#++++##########+++++++++++#+      
                               .##+#++++-###++#-+++-####+++++++++#